├── embedding_model
    ├── parser.pyc
    ├── sampler.pyc
    ├── utility.pyc
    ├── embedding.pyc
    ├── eval_metric.pyc
    ├── train_helper.pyc
    ├── utility.py
    ├── main.py
    ├── eval_metric.py
    ├── train_helper.py
    ├── parser.py
    ├── embedding.py
    └── sampler.py
├── README.md
├── emb
    └── doc_emb.txt
└── sampled_data
    └── data.xml


/embedding_model/parser.pyc:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/baichuan/disambiguation_embedding/HEAD/embedding_model/parser.pyc


--------------------------------------------------------------------------------
/embedding_model/sampler.pyc:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/baichuan/disambiguation_embedding/HEAD/embedding_model/sampler.pyc


--------------------------------------------------------------------------------
/embedding_model/utility.pyc:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/baichuan/disambiguation_embedding/HEAD/embedding_model/utility.pyc


--------------------------------------------------------------------------------
/embedding_model/embedding.pyc:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/baichuan/disambiguation_embedding/HEAD/embedding_model/embedding.pyc


--------------------------------------------------------------------------------
/embedding_model/eval_metric.pyc:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/baichuan/disambiguation_embedding/HEAD/embedding_model/eval_metric.pyc


--------------------------------------------------------------------------------
/embedding_model/train_helper.pyc:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/baichuan/disambiguation_embedding/HEAD/embedding_model/train_helper.pyc


--------------------------------------------------------------------------------
/embedding_model/utility.py:
--------------------------------------------------------------------------------
 1 | import os
 2 | import math
 3 | import numpy as np
 4 | 
 5 | 
 6 | def sigmoid(x):
 7 |     return float(1) / (1 + math.exp(-x))
 8 | 
 9 | 
10 | def construct_doc_matrix(dict, paper_list):
11 |     """
12 |     construct the learned embedding for document clustering
13 |     dict: {paper_index, numpy_array}
14 |     """
15 |     D_matrix = dict[paper_list[0]]
16 |     for idx in xrange(1, len(paper_list)):
17 |         D_matrix = np.vstack((D_matrix, dict[paper_list[idx]]))
18 |     return D_matrix
19 | 
20 | 
21 | def softmax(x):
22 |     """Compute softmax values for each sets of scores in x."""
23 |     e_x = np.exp(x - np.max(x))
24 |     return e_x / e_x.sum(axis=0)
25 | 
26 | 
27 | def save_embedding(dict, paper_list, num_dimen):
28 |     """
29 |     save the final embedding results for each document
30 |     """
31 |     embedding_file = open('../emb/doc_emb.txt','w')
32 |     embedding_file.write(str(len(paper_list)) + ' ' + str(num_dimen) + os.linesep)
33 |     D_matrix = dict[paper_list[0]]
34 |     for idx in xrange(1, len(paper_list)):
35 |         D_matrix = np.vstack((D_matrix, dict[paper_list[idx]]))
36 |     D_matrix = np.hstack((np.array([range(1, len(paper_list)+1)]).T, D_matrix))
37 |     np.savetxt(embedding_file, D_matrix,
38 |                fmt = ' '.join(['%i'] + ['%1.5f'] * num_dimen))
39 | 


--------------------------------------------------------------------------------
/README.md:
--------------------------------------------------------------------------------
 1 | # Name Disambiguation using Network Embedding
 2 | This repository provides a reference implementation of name disambiguation using network embedding as described in the paper:<br>
 3 | > Name Disambiguation in Anonymized Graphs using Network Embedding.<br>
 4 | > Baichuan Zhang and Mohammad Al Hasan.<br>
 5 | > Proceedings of the 2017 ACM on Conference on Information and Knowledge Management (CIKM 2017)<br>
 6 | > <https://arxiv.org/pdf/1702.02287.pdf>
 7 | ## Pre-Requisite
 8 | 
 9 | * [Python 2.7](https://www.python.org/) 
10 | * [Numpy](http://www.numpy.org/)
11 | * [Networkx](https://networkx.github.io/)
12 | * [scikit-learn](http://scikit-learn.org/stable/)
13 | 
14 | ### Basic Usage
15 | 
16 | #### Example
17 | To run disambiguation embedding code, execute the following command from the project home directory:<br/>
18 | 	``python embedding_model/main.py sampled_data/data.xml 20 0.02 0.005 100 'uniform'``
19 |   
20 | #### Options
21 | You can check out the hyper-parameter options using:<br/>
22 | 	``python embedding_model/main.py --help``
23 | 
24 | #### Output
25 | The output is Macro-F1 result and ranking loss value in each epoch.
26 | In the meanwhile, we also generate final embedding file in emb/ directory, which contains *n+1* lines for the document collection with *n* documents. 
27 | The first line has the following format:
28 | 
29 | 	num_of_docs dim_of_representation
30 | 
31 | The next *n* lines are as follows:
32 | 	
33 | 	doc_id dim1 dim2 ... dimd
34 | 
35 | where dim1, ... , dimd is the *d*-dimensional representation learned by the proposed embedding model.
36 | 
37 | ### Reference
38 | If you find this work useful for your research, please consider citing the following paper:
39 | 
40 | 	@inproceedings{zhang-cikm2017,
41 | 	author = {Zhang, Baichuan and Al Hasan, Mohammad},
42 | 	 title = {Name Disambiguation in Anonymized Graphs using Network Embedding},
43 | 	 booktitle = {Proceedings of the ACM on Conference on Information and Knowledge Management (CIKM)},
44 | 	 year = {2017}
45 | 	}
46 | 


--------------------------------------------------------------------------------
/embedding_model/main.py:
--------------------------------------------------------------------------------
 1 | import parser
 2 | import embedding
 3 | import train_helper
 4 | import sampler
 5 | import eval_metric
 6 | import argparse
 7 | 
 8 | 
 9 | def parse_args():
10 |     """
11 |     parse the embedding model arguments
12 |     """
13 |     parser_arg = argparse.ArgumentParser(description =
14 |                                          "run embedding for name disambiguation")
15 |     parser_arg.add_argument("file_path", help = 'input file name')
16 |     parser_arg.add_argument("latent_dimen", type = int, default = 20,
17 |                             help = 'number of dimension in embedding')
18 |     parser_arg.add_argument("alpha", type = float, default = 0.02,
19 |                             help = 'learning rate')
20 |     parser_arg.add_argument("matrix_reg", type = float, default = 0.01,
21 |                             help = 'matrix regularization parameter')
22 |     parser_arg.add_argument("num_epoch", type = int, default = 100,
23 |                             help = "number of epochs for SGD inference")
24 |     parser_arg.add_argument("sampler_method", help = "sampling approach")
25 |     return parser_arg.parse_args()
26 | 
27 | 
28 | def main(args):
29 |     """
30 |     pipeline for representation learning for all papers for a given name reference
31 |     """
32 |     dataset = parser.DataSet(args.file_path)
33 |     dataset.reader_arnetminer()
34 |     bpr_optimizer = embedding.BprOptimizer(args.latent_dimen, args.alpha,
35 |                                            args.matrix_reg)
36 |     pp_sampler = sampler.CoauthorGraphSampler()
37 |     pd_sampler = sampler.BipartiteGraphSampler()
38 |     dd_sampler = sampler.LinkedDocGraphSampler()
39 |     eval_f1 = eval_metric.Evaluator()
40 | 
41 |     run_helper = train_helper.TrainHelper()
42 |     run_helper.helper(args.num_epoch, dataset, bpr_optimizer,
43 |                       pp_sampler, pd_sampler, dd_sampler,
44 |                       eval_f1, args.sampler_method)
45 | 
46 | 
47 | if __name__ == "__main__":
48 |     args = parse_args()
49 |     main(args)
50 | 


--------------------------------------------------------------------------------
/embedding_model/eval_metric.py:
--------------------------------------------------------------------------------
 1 | from sklearn.cluster import AgglomerativeClustering
 2 | import numpy as np
 3 | from utility import construct_doc_matrix
 4 | 
 5 | 
 6 | class Evaluator():
 7 |     @staticmethod
 8 |     def compute_f1(dataset, bpr_optimizer):
 9 |         """
10 |         perform Hierarchy Clustering on doc embedding matrix
11 |         for name disambiguation
12 |         use cluster-level mean F1 for evaluation
13 |         """
14 |         D_matrix = construct_doc_matrix(bpr_optimizer.paper_latent_matrix,
15 |                                         dataset.paper_list)
16 |         true_cluster_size = len(set(dataset.label_list))
17 |         y_pred = AgglomerativeClustering(n_clusters = true_cluster_size,
18 |                                          linkage = "average",
19 |                                          affinity = "cosine").fit_predict(D_matrix)
20 | 
21 |         true_label_dict = {}
22 |         for idx, true_lbl in enumerate(dataset.label_list):
23 |             if true_lbl not in true_label_dict:
24 |                 true_label_dict[true_lbl] = [idx]
25 |             else:
26 |                 true_label_dict[true_lbl].append(idx)
27 | 
28 |         predict_label_dict = {}
29 |         for idx, pred_lbl in enumerate(y_pred):
30 |             if pred_lbl not in predict_label_dict:
31 |                 predict_label_dict[pred_lbl] = [idx]
32 |             else:
33 |                 predict_label_dict[pred_lbl].append(idx)
34 | 
35 |         # compute cluster-level F1
36 |         # let's denote C(r) as clustering result and T(k) as partition (ground-truth)
37 |         # construct r * k contingency table for clustering purpose 
38 |         r_k_table = []
39 |         for v1 in predict_label_dict.itervalues():
40 |             k_list = []
41 |             for v2 in true_label_dict.itervalues():
42 |                 N_ij = len(set(v1).intersection(v2))
43 |                 k_list.append(N_ij)
44 |             r_k_table.append(k_list)
45 |         r_k_matrix = np.array(r_k_table)
46 |         r_num = int(r_k_matrix.shape[0])
47 | 
48 |         # compute F1 for each row C_i
49 |         sum_f1 = 0.0
50 |         for row in xrange(0, r_num):
51 |             row_sum = np.sum(r_k_matrix[row,:])
52 |             if row_sum != 0:
53 |                 max_col_index = np.argmax(r_k_matrix[row,:])
54 |                 row_max_value = r_k_matrix[row, max_col_index]
55 |                 prec = float(row_max_value) / row_sum
56 |                 col_sum = np.sum(r_k_matrix[:, max_col_index])
57 |                 rec = float(row_max_value) / col_sum
58 |                 row_f1 = float(2 * prec * rec) / (prec + rec)
59 |                 sum_f1 += row_f1
60 | 
61 |         average_f1 = float(sum_f1) / r_num
62 |         return average_f1
63 | 


--------------------------------------------------------------------------------
/embedding_model/train_helper.py:
--------------------------------------------------------------------------------
 1 | from utility import save_embedding
 2 | 
 3 | 
 4 | class TrainHelper():
 5 |     @staticmethod
 6 |     def helper(num_epoch, dataset, bpr_optimizer,
 7 |                pp_sampler, pd_sampler, dd_sampler,
 8 |                eval_f1, sampler_method):
 9 | 
10 |         bpr_optimizer.init_model(dataset)
11 |         if sampler_method == "uniform":
12 |             for _ in xrange(0, num_epoch):
13 |                 bpr_loss = 0.0
14 |                 for _ in xrange(0, dataset.num_nnz):
15 |                     """
16 |                     update embedding in person-person network
17 |                     update embedding in person-document network
18 |                     update embedding in doc-doc network
19 |                     """
20 |                     for i, j, t in pp_sampler.generate_triplet_uniform(dataset):
21 |                         bpr_optimizer.update_pp_gradient(i, j, t)
22 |                         bpr_loss += bpr_optimizer.compute_pp_loss(i, j, t)
23 | 
24 |                     for i, j, t in pd_sampler.generate_triplet_uniform(dataset):
25 |                         bpr_optimizer.update_pd_gradient(i, j, t)
26 |                         bpr_loss += bpr_optimizer.compute_pd_loss(i, j, t)
27 | 
28 |                     for i, j, t in dd_sampler.generate_triplet_uniform(dataset):
29 |                         bpr_optimizer.update_dd_gradient(i, j, t)
30 |                         bpr_loss += bpr_optimizer.compute_dd_loss(i, j, t)
31 | 
32 |                 average_loss = float(bpr_loss) / dataset.num_nnz
33 |                 print "average bpr loss is " + str(average_loss)
34 |                 average_f1 = eval_f1.compute_f1(dataset, bpr_optimizer)
35 |                 print 'f1 is ' + str(average_f1)
36 |                 print
37 | 
38 |         elif sampler_method == "reject":
39 |             for _ in xrange(0, num_epoch):
40 |                 #bpr_loss = 0.0
41 |                 for _ in xrange(0, dataset.num_nnz):
42 |                     """
43 |                     update embedding in person-person network
44 |                     update embedding in person-document network
45 |                     update embedding in doc-doc network
46 |                     """
47 |                     for i, j, t in pp_sampler.generate_triplet_reject(dataset, bpr_optimizer):
48 |                         bpr_optimizer.update_pp_gradient(i, j, t)
49 |                         #bpr_loss += bpr_optimizer.compute_pp_loss(i, j, t)
50 | 
51 |                     for i, j, t in pd_sampler.generate_triplet_reject(dataset, bpr_optimizer):
52 |                         bpr_optimizer.update_pd_gradient(i, j, t)
53 |                         #bpr_loss += bpr_optimizer.compute_pd_loss(i, j, t)
54 | 
55 |                     for i, j, t in dd_sampler.generate_triplet_reject(dataset, bpr_optimizer):
56 |                         bpr_optimizer.update_dd_gradient(i, j, t)
57 |                         #bpr_loss += bpr_optimizer.compute_dd_loss(i, j, t)
58 | 
59 |         elif sampler_method == "adaptive":
60 |             for _ in xrange(0, num_epoch):
61 |                 #bpr_loss = 0.0
62 |                 for _ in xrange(0, dataset.num_nnz):
63 |                     """
64 |                     update embedding in person-person network
65 |                     update embedding in person-document network
66 |                     update embedding in doc-doc network
67 |                     """
68 |                     for i, j, t in pp_sampler.generate_triplet_adaptive(dataset, bpr_optimizer):
69 |                         bpr_optimizer.update_pp_gradient(i, j, t)
70 |                         #bpr_loss += bpr_optimizer.compute_pp_loss(i, j, t)
71 | 
72 |                     for i, j, t in pd_sampler.generate_triplet_adaptive(dataset, bpr_optimizer):
73 |                         bpr_optimizer.update_pd_gradient(i, j, t)
74 |                         #bpr_loss += bpr_optimizer.compute_pd_loss(i, j, t)
75 | 
76 |                     for i, j, t in dd_sampler.generate_triplet_adaptive(dataset, bpr_optimizer):
77 |                         bpr_optimizer.update_dd_gradient(i, j, t)
78 |                         #bpr_loss += bpr_optimizer.compute_dd_loss(i, j, t)
79 | 
80 |         save_embedding(bpr_optimizer.paper_latent_matrix,
81 |                        dataset.paper_list, bpr_optimizer.latent_dimen)
82 | 


--------------------------------------------------------------------------------
/embedding_model/parser.py:
--------------------------------------------------------------------------------
 1 | import networkx as nx
 2 | 
 3 | 
 4 | class DataSet():
 5 | 
 6 |     def __init__(self, file_path):
 7 | 
 8 |         self.file_path = file_path
 9 |         self.paper_authorlist_dict = {}
10 |         self.paper_list = []
11 |         self.coauthor_list = []
12 |         self.label_list = []
13 |         self.C_Graph = nx.Graph()
14 |         self.D_Graph = nx.Graph()
15 |         self.num_nnz = 0
16 | 
17 |     def reader_arnetminer(self):
18 |         paper_index = 0
19 |         coauthor_set = set()
20 | 
21 |         with open(self.file_path, "r") as filetoread:
22 |             for line in filetoread:
23 |                 line = line.strip()
24 |                 if "FullName" in line:
25 |                     ego_name = line[line.find('>')+1:line.rfind('<')].strip()
26 |                 elif "<publication>" in line:
27 |                     paper_index += 1
28 |                     self.paper_list.append(paper_index)
29 |                 elif "<authors>" in line:
30 |                     author_list = line[line.find('>')+1: line.rfind('<')].strip().split(',')
31 |                     if len(author_list) > 1:
32 |                         if ego_name in author_list:
33 |                             author_list.remove(ego_name)
34 |                             self.paper_authorlist_dict[paper_index] = author_list
35 |                         else:
36 |                             self.paper_authorlist_dict[paper_index] = author_list
37 | 
38 |                         for co_author in author_list:
39 |                             coauthor_set.add(co_author)
40 | 
41 |                         # construct the coauthorship graph
42 |                         for pos in xrange(0, len(author_list) - 1):
43 |                             for inpos in xrange(pos+1, len(author_list)):
44 |                                 src_node = author_list[pos]
45 |                                 dest_node = author_list[inpos]
46 |                                 if not self.C_Graph.has_edge(src_node, dest_node):
47 |                                     self.C_Graph.add_edge(src_node, dest_node, weight = 1)
48 |                                 else:
49 |                                     edge_weight = self.C_Graph[src_node][dest_node]['weight']
50 |                                     edge_weight += 1
51 |                                     self.C_Graph[src_node][dest_node]['weight'] = edge_weight
52 |                     else:
53 |                         self.paper_authorlist_dict[paper_index] = []
54 |                 elif "<label>" in line:
55 |                     label = int(line[line.find('>')+1: line.rfind('<')].strip())
56 |                     self.label_list.append(label)
57 | 
58 |         self.coauthor_list = list(coauthor_set)
59 |         """
60 |         compute the 2-extension coauthorship for each paper
61 |         generate doc-doc network
62 |         edge weight is based on 2-coauthorship relation
63 |         edge weight details are in paper definition 3.3
64 |         """
65 |         paper_2hop_dict = {}
66 |         for paper_idx in self.paper_list:
67 |             temp = set()
68 |             if self.paper_authorlist_dict[paper_idx] != []:
69 |                 for first_hop in self.paper_authorlist_dict[paper_idx]:
70 |                     temp.add(first_hop)
71 |                     if self.C_Graph.has_node(first_hop):
72 |                         for snd_hop in self.C_Graph.neighbors(first_hop):
73 |                             temp.add(snd_hop)
74 |             paper_2hop_dict[paper_idx] = temp
75 | 
76 |         for idx1 in xrange(0, len(self.paper_list) - 1):
77 |             for idx2 in xrange(idx1 + 1, len(self.paper_list)):
78 |                 temp_set1 = paper_2hop_dict[self.paper_list[idx1]]
79 |                 temp_set2 = paper_2hop_dict[self.paper_list[idx2]]
80 | 
81 |                 edge_weight = len(temp_set1.intersection(temp_set2))
82 |                 if edge_weight != 0:
83 |                     self.D_Graph.add_edge(self.paper_list[idx1],
84 |                                           self.paper_list[idx2],
85 |                                           weight = edge_weight)
86 |         bipartite_num_edge = 0
87 |         for key, val in self.paper_authorlist_dict.items():
88 |             if val != []:
89 |                 bipartite_num_edge += len(val)
90 | 
91 |         self.num_nnz = self.D_Graph.number_of_edges() + \
92 |                        self.C_Graph.number_of_edges() + \
93 |                        bipartite_num_edge
94 | 


--------------------------------------------------------------------------------
/embedding_model/embedding.py:
--------------------------------------------------------------------------------
  1 | import numpy as np
  2 | from utility import sigmoid
  3 | 
  4 | 
  5 | class BprOptimizer():
  6 |     """
  7 |     use Bayesian Personalized Ranking for objective loss
  8 |     latent_dimen: latent dimension
  9 |     alpha: learning rate
 10 |     matrix_reg: regularization parameter of matrix
 11 |     """
 12 |     def __init__(self, latent_dimen, alpha, matrix_reg):
 13 |         self.latent_dimen = latent_dimen
 14 |         self.alpha = alpha
 15 |         self.matrix_reg = matrix_reg
 16 | 
 17 |     def init_model(self, dataset):
 18 |         """
 19 |         initialize matrix using uniform [-0.2, 0.2]
 20 |         """
 21 |         self.paper_latent_matrix = {}
 22 |         self.author_latent_matrix = {}
 23 |         for paper_idx in dataset.paper_list:
 24 |             self.paper_latent_matrix[paper_idx] = np.random.uniform(-0.2, 0.2,
 25 |                                                                     self.latent_dimen)
 26 |         for author_idx in dataset.coauthor_list:
 27 |             self.author_latent_matrix[author_idx] = np.random.uniform(-0.2, 0.2,
 28 |                                                                       self.latent_dimen)
 29 | 
 30 |     def update_pp_gradient(self, fst, snd, third):
 31 |         """
 32 |         SGD inference
 33 |         """
 34 |         x = self.predict_score(fst, snd, "pp") - \
 35 |             self.predict_score(fst, third, "pp")
 36 |         common_term = sigmoid(x) - 1
 37 | 
 38 |         grad_fst = common_term * (self.author_latent_matrix[snd] - \
 39 |                                   self.author_latent_matrix[third]) + \
 40 |                     2 * self.matrix_reg * self.author_latent_matrix[fst]
 41 |         self.author_latent_matrix[fst] = self.author_latent_matrix[fst] - \
 42 |                                          self.alpha * grad_fst
 43 | 
 44 |         grad_snd = common_term * self.author_latent_matrix[fst] + \
 45 |                    2 * self.matrix_reg * self.author_latent_matrix[snd]
 46 |         self.author_latent_matrix[snd]= self.author_latent_matrix[snd] - \
 47 |                                         self.alpha * grad_snd
 48 | 
 49 |         grad_third = -common_term * self.author_latent_matrix[fst] + \
 50 |                      2 * self.matrix_reg * self.author_latent_matrix[third]
 51 |         self.author_latent_matrix[third] = self.author_latent_matrix[third] - \
 52 |                                            self.alpha * grad_third
 53 | 
 54 |     def update_pd_gradient(self, fst, snd, third):
 55 |         x = self.predict_score(fst, snd, "pd") - \
 56 |             self.predict_score(fst, third, "pd")
 57 |         common_term = sigmoid(x) - 1
 58 | 
 59 |         grad_fst = common_term * (self.author_latent_matrix[snd] - \
 60 |                                   self.author_latent_matrix[third]) + \
 61 |                    2 * self.matrix_reg * self.paper_latent_matrix[fst]
 62 |         self.paper_latent_matrix[fst] = self.paper_latent_matrix[fst] - \
 63 |                                          self.alpha * grad_fst
 64 | 
 65 |         grad_snd = common_term * self.paper_latent_matrix[fst] + \
 66 |                    2 * self.matrix_reg * self.author_latent_matrix[snd]
 67 |         self.author_latent_matrix[snd]= self.author_latent_matrix[snd] - \
 68 |                                         self.alpha * grad_snd
 69 | 
 70 |         grad_third = -common_term * self.paper_latent_matrix[fst] + \
 71 |                      2 * self.matrix_reg * self.author_latent_matrix[third]
 72 |         self.author_latent_matrix[third] = self.author_latent_matrix[third] - \
 73 |                                            self.alpha * grad_third
 74 | 
 75 |     def update_dd_gradient(self, fst, snd, third):
 76 |         x = self.predict_score(fst, snd, "dd") - \
 77 |             self.predict_score(fst, third, "dd")
 78 |         common_term = sigmoid(x) - 1
 79 | 
 80 |         grad_fst = common_term * (self.paper_latent_matrix[snd] - \
 81 |                                   self.paper_latent_matrix[third]) + \
 82 |                    2 * self.matrix_reg * self.paper_latent_matrix[fst]
 83 |         self.paper_latent_matrix[fst] = self.paper_latent_matrix[fst] - \
 84 |                                          self.alpha * grad_fst
 85 | 
 86 |         grad_snd = common_term * self.paper_latent_matrix[fst] + \
 87 |                    2 * self.matrix_reg * self.paper_latent_matrix[snd]
 88 |         self.paper_latent_matrix[snd]= self.paper_latent_matrix[snd] - \
 89 |                                        self.alpha * grad_snd
 90 | 
 91 |         grad_third = -common_term * self.paper_latent_matrix[fst] + \
 92 |                      2 * self.matrix_reg * self.paper_latent_matrix[third]
 93 |         self.paper_latent_matrix[third] = self.paper_latent_matrix[third] - \
 94 |                                           self.alpha * grad_third
 95 | 
 96 |     def compute_pp_loss(self, fst, snd, third):
 97 |         """
 98 |         loss includes ranking loss and model complexity
 99 |         """
100 |         x = self.predict_score(fst, snd, "pp") - \
101 |              self.predict_score(fst, third, "pp")
102 |         ranking_loss = -np.log(sigmoid(x))
103 | 
104 |         complexity = 0.0
105 |         complexity += self.matrix_reg * np.dot(self.author_latent_matrix[fst],
106 |                                                self.author_latent_matrix[fst])
107 |         complexity += self.matrix_reg * np.dot(self.author_latent_matrix[snd],
108 |                                                self.author_latent_matrix[snd])
109 |         complexity += self.matrix_reg * np.dot(self.author_latent_matrix[third],
110 |                                                self.author_latent_matrix[third])
111 |         return ranking_loss + complexity
112 | 
113 |     def compute_pd_loss(self, fst, snd, third):
114 |         x = self.predict_score(fst, snd, "pd") - \
115 |             self.predict_score(fst, third, "pd")
116 |         ranking_loss = -np.log(sigmoid(x))
117 | 
118 |         complexity = 0.0
119 |         complexity += self.matrix_reg * np.dot(self.paper_latent_matrix[fst],
120 |                                                self.paper_latent_matrix[fst])
121 |         complexity += self.matrix_reg * np.dot(self.author_latent_matrix[snd],
122 |                                                self.author_latent_matrix[snd])
123 |         complexity += self.matrix_reg * np.dot(self.author_latent_matrix[third],
124 |                                                self.author_latent_matrix[third])
125 |         return ranking_loss + complexity
126 | 
127 |     def compute_dd_loss(self, fst, snd, third):
128 |         x = self.predict_score(fst, snd, "dd") - \
129 |             self.predict_score(fst, third, "dd")
130 |         ranking_loss = -np.log(sigmoid(x))
131 | 
132 |         complexity = 0.0
133 |         complexity += self.matrix_reg * np.dot(self.paper_latent_matrix[fst],
134 |                                                self.paper_latent_matrix[fst])
135 |         complexity += self.matrix_reg * np.dot(self.paper_latent_matrix[snd],
136 |                                                self.paper_latent_matrix[snd])
137 |         complexity += self.matrix_reg * np.dot(self.paper_latent_matrix[third],
138 |                                                self.paper_latent_matrix[third])
139 |         return ranking_loss + complexity
140 | 
141 |     def predict_score(self, fst, snd, graph_type):
142 |         """
143 |         pp: person-person network
144 |         pd: person-document bipartite network
145 |         dd: doc-doc network
146 |         detailed notation is inside paper
147 |         """
148 |         if graph_type == "pp":
149 |             return np.dot(self.author_latent_matrix[fst],
150 |                           self.author_latent_matrix[snd])
151 |         elif graph_type == "pd":
152 |             return np.dot(self.paper_latent_matrix[fst],
153 |                           self.author_latent_matrix[snd])
154 |         elif graph_type == "dd":
155 |             return np.dot(self.paper_latent_matrix[fst],
156 |                           self.paper_latent_matrix[snd])
157 | 


--------------------------------------------------------------------------------
/embedding_model/sampler.py:
--------------------------------------------------------------------------------
  1 | import numpy as np
  2 | import random
  3 | from utility import softmax
  4 | 
  5 | 
  6 | """
  7 | (i, j) belongs positive sample set
  8 | (i, t) belongs negative sample set
  9 | notation details are in the paper
 10 | """
 11 | 
 12 | class CoauthorGraphSampler():
 13 |     @staticmethod
 14 |     def generate_triplet_uniform(dataset):
 15 |         """
 16 |         sample negative instance uniformly
 17 |         """
 18 |         a_i = random.choice(dataset.C_Graph.nodes())
 19 |         a_t = random.choice(dataset.coauthor_list)
 20 | 
 21 |         while True:
 22 |             neig_list = dataset.C_Graph.neighbors(a_i)
 23 |             if a_t not in neig_list:
 24 |                 # given a_i, sample its neighbor based on its weight value
 25 |                 # idea of edge sampling
 26 |                 weight_list = [dataset.C_Graph[a_i][nbr]['weight']
 27 |                                for nbr in neig_list]
 28 |                 norm_weight_list = [float(w) / sum(weight_list)
 29 |                                     for w in weight_list]
 30 |                 a_j = np.random.choice(neig_list, 1, p=norm_weight_list)[0]
 31 |                 yield a_i, a_j, a_t
 32 |                 break
 33 | 
 34 |             else:
 35 |                 a_i = random.choice(dataset.C_Graph.nodes())
 36 |                 a_t = random.choice(dataset.coauthor_list)
 37 | 
 38 |     @staticmethod
 39 |     def generate_triplet_reject(dataset, bpr_optimizer):
 40 |         """
 41 |         generate negative instance using ranking-aware rejection sampler
 42 |         consider linear case
 43 |         """
 44 |         a_i = random.choice(dataset.C_Graph.nodes())
 45 |         neg_pair = random.sample(dataset.coauthor_list, 2)
 46 | 
 47 |         while True:
 48 |             neig_list = dataset.C_Graph.neighbors(a_i)
 49 |             if neg_pair[0] not in neig_list and neg_pair[1] not in neig_list:
 50 |                 # given a_i, sample its neighbor based on its weight value
 51 |                 # idea of edge sampling
 52 |                 weight_list = [dataset.C_Graph[a_i][nbr]['weight']
 53 |                                for nbr in neig_list]
 54 |                 norm_weight_list = [float(w) / sum(weight_list)
 55 |                                     for w in weight_list]
 56 |                 a_j = np.random.choice(neig_list, 1, p=norm_weight_list)[0]
 57 | 
 58 |                 # sample negative instance using ranking-aware rejection sampler
 59 |                 sc1 = bpr_optimizer.predict_score(a_i, neg_pair[0], "pp")
 60 |                 sc2 = bpr_optimizer.predict_score(a_i, neg_pair[1], "pp")
 61 |                 a_t = neg_pair[0] if sc1 >= sc2 else neg_pair[1]
 62 |                 yield a_i, a_j, a_t
 63 |                 break
 64 | 
 65 |             else:
 66 |                 a_i = random.choice(dataset.C_Graph.nodes())
 67 |                 neg_pair = random.sample(dataset.coauthor_list, 2)
 68 | 
 69 |     @staticmethod
 70 |     def generate_triplet_adaptive(dataset, bpr_optimizer):
 71 |         """
 72 |         generate negative instance using adaptive sampling
 73 |         sample from a pre-defined exponential distribution
 74 |         """
 75 |         a_i = random.choice(dataset.C_Graph.nodes())
 76 |         neg_list = list(set(dataset.coauthor_list) - \
 77 |                    set(dataset.C_Graph.neighbors(a_i)) - set([a_i]))
 78 | 
 79 |         # given a_i, sample its neighbor based on its weight value
 80 |         # idea of edge sampling
 81 |         neig_list = dataset.C_Graph.neighbors(a_i)
 82 |         weight_list = [dataset.C_Graph[a_i][nbr]['weight']
 83 |                        for nbr in neig_list]
 84 |         norm_weight_list = [float(w) / sum(weight_list)
 85 |                             for w in weight_list]
 86 |         a_j = np.random.choice(neig_list, 1, p=norm_weight_list)[0]
 87 | 
 88 |         # sample negative instance based on pre-defined exponential distribution
 89 |         norm_soft = softmax([bpr_optimizer.predict_score(a_i, ne, "pp")
 90 |                              for ne in neg_list])
 91 |         a_t = np.random.choice(neg_list, 1, p = norm_soft)[0]
 92 |         yield a_i, a_j, a_t
 93 | 
 94 | 
 95 | class LinkedDocGraphSampler():
 96 |     @staticmethod
 97 |     def generate_triplet_uniform(dataset):
 98 |         d_i = random.choice(dataset.D_Graph.nodes())
 99 |         d_t = random.choice(dataset.paper_list)
100 | 
101 |         while True:
102 |             neig_list = dataset.D_Graph.neighbors(d_i)
103 |             if d_t not in neig_list:
104 |                 # given d_i, sample its neighbor based on its weight value
105 |                 # idea of edge sampling
106 |                 weight_list = [dataset.D_Graph[d_i][nbr]['weight']
107 |                                for nbr in neig_list]
108 |                 norm_weight_list = [float(w) / sum(weight_list)
109 |                                     for w in weight_list]
110 |                 d_j = np.random.choice(neig_list, 1, p=norm_weight_list)[0]
111 |                 yield d_i, d_j, d_t
112 |                 break
113 | 
114 |             else:
115 |                 d_i = random.choice(dataset.D_Graph.nodes())
116 |                 d_t = random.choice(dataset.paper_list)
117 | 
118 |     @staticmethod
119 |     def generate_triplet_reject(dataset, bpr_optimizer):
120 |         """
121 |         generate negative instance using ranking-aware rejection sampler
122 |         consider linear case
123 |         """
124 |         d_i = random.choice(dataset.D_Graph.nodes())
125 |         neg_pair = random.sample(dataset.paper_list, 2)
126 | 
127 |         while True:
128 |             neig_list = dataset.D_Graph.neighbors(d_i)
129 |             if neg_pair[0] not in neig_list and neg_pair[1] not in neig_list:
130 |                 # given a_i, sample its neighbor based on its weight value
131 |                 # idea of edge sampling
132 |                 weight_list = [dataset.D_Graph[d_i][nbr]['weight']
133 |                                for nbr in neig_list]
134 |                 norm_weight_list = [float(w) / sum(weight_list)
135 |                                     for w in weight_list]
136 |                 d_j = np.random.choice(neig_list, 1, p=norm_weight_list)[0]
137 | 
138 |                 # sample negative instance using ranking-aware rejection sampler
139 |                 sc1 = bpr_optimizer.predict_score(d_i, neg_pair[0], "dd")
140 |                 sc2 = bpr_optimizer.predict_score(d_i, neg_pair[1], "dd")
141 |                 d_t = neg_pair[0] if sc1 >= sc2 else neg_pair[1]
142 |                 yield d_i, d_j, d_t
143 |                 break
144 | 
145 |             else:
146 |                 d_i = random.choice(dataset.D_Graph.nodes())
147 |                 neg_pair = random.sample(dataset.paper_list, 2)
148 | 
149 |     @staticmethod
150 |     def generate_triplet_adaptive(dataset, bpr_optimizer):
151 |         """
152 |         generate negative instance using adaptive sampling
153 |         sample from a pre-defined exponential distribution
154 |         """
155 |         d_i = random.choice(dataset.D_Graph.nodes())
156 |         neg_list = list(set(dataset.paper_list) - \
157 |                    set(dataset.D_Graph.neighbors(d_i)) - set([d_i]))
158 | 
159 |         # given a_i, sample its neighbor based on its weight value
160 |         # idea of edge sampling
161 |         neig_list = dataset.D_Graph.neighbors(d_i)
162 |         weight_list = [dataset.D_Graph[d_i][nbr]['weight']
163 |                        for nbr in neig_list]
164 |         norm_weight_list = [float(w) / sum(weight_list)
165 |                             for w in weight_list]
166 |         d_j = np.random.choice(neig_list, 1, p=norm_weight_list)[0]
167 | 
168 |         # sample negative instance based on pre-defined exponential distribution
169 |         norm_soft = softmax([bpr_optimizer.predict_score(d_i, ne, "dd")
170 |                              for ne in neg_list])
171 |         d_t = np.random.choice(neg_list, 1, p = norm_soft)[0]
172 |         yield d_i, d_j, d_t
173 | 
174 | 
175 | class BipartiteGraphSampler():
176 |     @staticmethod
177 |     def generate_triplet_uniform(dataset):
178 |         d_i = random.choice(dataset.paper_list)
179 |         a_t = random.choice(dataset.coauthor_list)
180 | 
181 |         while True:
182 |             if dataset.paper_authorlist_dict[d_i] != [] \
183 |                 and a_t not in dataset.paper_authorlist_dict[d_i]:
184 |                 a_j = random.choice(dataset.paper_authorlist_dict[d_i])
185 |                 yield d_i, a_j, a_t
186 |                 break
187 | 
188 |             else:
189 |                 d_i = random.choice(dataset.paper_list)
190 |                 a_t = random.choice(dataset.coauthor_list)
191 | 
192 |     @staticmethod
193 |     def generate_triplet_reject(dataset, bpr_optimizer):
194 |         """
195 |         generate negative instance using ranking-aware rejection sampler
196 |         consider linear case
197 |         """
198 |         d_i = random.choice(dataset.paper_list)
199 |         neg_pair = random.sample(dataset.coauthor_list, 2)
200 | 
201 |         while True:
202 |             if dataset.paper_authorlist_dict[d_i] != [] \
203 |                 and neg_pair[0] not in dataset.paper_authorlist_dict[d_i] \
204 |                     and neg_pair[1] not in dataset.paper_authorlist_dict[d_i]:
205 | 
206 |                 a_j = random.choice(dataset.paper_authorlist_dict[d_i])
207 | 
208 |                 # sample negative instance using ranking-aware rejection sampler
209 |                 sc1 = bpr_optimizer.predict_score(d_i, neg_pair[0], "pd")
210 |                 sc2 = bpr_optimizer.predict_score(d_i, neg_pair[1], "pd")
211 |                 a_t = neg_pair[0] if sc1 >= sc2 else neg_pair[1]
212 |                 yield d_i, a_j, a_t
213 |                 break
214 | 
215 |             else:
216 |                 d_i = random.choice(dataset.paper_list)
217 |                 neg_pair = random.sample(dataset.coauthor_list, 2)
218 | 
219 |     @staticmethod
220 |     def generate_triplet_adaptive(dataset, bpr_optimizer):
221 |         """
222 |         generate negative instance using adaptive sampling
223 |         sample from a pre-defined exponential distribution
224 |         """
225 |         d_i = random.choice(dataset.paper_list)
226 |         neg_list = list(set(dataset.coauthor_list) - \
227 |                         set(dataset.paper_authorlist_dict[d_i]))
228 | 
229 |         while True:
230 |             if dataset.paper_authorlist_dict[d_i] != []:
231 |                 a_j = random.choice(dataset.paper_authorlist_dict[d_i])
232 | 
233 |                 # sample negative instance based on pre-defined exponential distribution
234 |                 norm_soft = softmax([bpr_optimizer.predict_score(d_i, ne, "pd")
235 |                                      for ne in neg_list])
236 |                 a_t = np.random.choice(neg_list, 1, p = norm_soft)[0]
237 |                 yield d_i, a_j, a_t
238 |                 break
239 | 
240 |             else:
241 |                 d_i = random.choice(dataset.paper_list)
242 |                 neg_list = list(set(dataset.coauthor_list) - \
243 |                                 set(dataset.paper_authorlist_dict[d_i]))
244 | 


--------------------------------------------------------------------------------
/emb/doc_emb.txt:
--------------------------------------------------------------------------------
  1 | 308 20
  2 | 1 -0.15548 -0.28993 0.40518 -0.39190 -0.31466 0.21162 0.29613 -0.26452 0.65299 -0.50266 -0.00619 -0.14045 -0.26557 1.09490 -0.26273 -0.16335 -0.54551 -0.46556 -0.28664 0.10559
  3 | 2 -0.52063 -0.86952 -0.07852 -0.08491 0.02449 -0.18182 -0.54260 -0.34864 0.35349 -0.58176 -0.09834 -0.00568 -0.08692 -0.46580 0.57801 0.75020 -0.17787 -0.27940 -0.80162 0.73601
  4 | 3 0.66652 0.21831 -0.19735 0.32885 0.37240 -0.09648 -0.59341 -0.06691 -0.25035 0.83984 0.12748 0.13304 0.42220 -0.32181 0.26584 0.68316 -0.31724 0.61445 -0.53721 -0.14873
  5 | 4 -0.52585 -0.83694 0.04151 -0.03185 -0.04407 -0.33631 -0.44854 -0.30452 0.30834 -0.56540 -0.14569 -0.02057 -0.18266 -0.49863 0.61320 0.85142 -0.09632 -0.32909 -0.89382 0.71862
  6 | 5 -0.55565 -0.82515 -0.03423 -0.01570 -0.03247 -0.24891 -0.43878 -0.39134 0.30657 -0.60137 -0.05970 -0.06204 -0.05829 -0.45652 0.58183 0.81694 -0.18557 -0.26254 -0.91701 0.70324
  7 | 6 0.00414 0.19359 -0.08695 -0.01705 -0.09528 -0.01408 -0.06324 -0.02342 0.02694 0.05179 -0.08495 -0.02944 0.09819 -0.13723 -0.07730 -0.03295 -0.05320 -0.10354 -0.12756 -0.06348
  8 | 7 -0.61332 0.63600 0.35312 -0.35394 -0.77571 0.62383 0.64128 -0.51656 0.34990 0.18222 0.14760 0.03899 0.04191 -0.06375 0.66480 -0.28040 -0.51575 0.53416 0.76877 -0.15759
  9 | 8 0.42187 0.20410 -0.49000 -0.36932 0.45892 -0.22409 0.86472 -0.69404 -0.43394 -0.02736 -0.03390 0.25054 -0.13957 -0.78446 0.08714 0.05115 -0.38135 -0.38595 -0.18677 0.17047
 10 | 9 -0.53807 -0.86835 -0.07316 -0.08419 0.00822 -0.27338 -0.54264 -0.39194 0.28991 -0.53544 -0.07184 -0.04248 -0.09498 -0.44667 0.60402 0.79005 -0.10915 -0.17812 -0.80219 0.71868
 11 | 10 -0.06504 0.08712 0.53344 0.21134 0.55885 -0.79149 -0.32455 0.86340 0.32188 -0.23988 -0.33119 -1.17320 0.11280 0.39743 -0.52642 0.19779 -0.17477 -0.11622 -0.51058 -0.02220
 12 | 11 -0.34139 -0.12158 0.21074 0.31407 0.49071 0.08107 0.89136 0.15649 -0.23617 0.45116 -0.61444 0.36644 0.46101 -0.64600 -0.83503 -0.27299 0.53550 0.93012 0.03905 0.02256
 13 | 12 0.34069 0.03162 0.10100 0.23457 -0.50817 0.07156 0.22371 -0.26220 -0.66487 -0.14535 0.71001 -0.37552 -0.89711 -1.11507 0.13046 0.00865 0.53081 -0.06903 0.11182 0.72081
 14 | 13 -0.51126 0.03535 -0.44185 -0.31168 0.36874 0.14274 0.45625 0.44799 -0.42016 0.12447 -0.10374 -0.22639 0.61892 -0.24330 0.17666 -0.81559 -0.07102 0.74921 -0.92756 -0.78590
 15 | 14 -0.16129 -0.61160 -0.06072 0.33663 0.00142 -0.93001 -0.12155 -0.47384 -0.27569 0.58870 0.32824 -0.07532 -0.79658 0.24827 0.00693 0.27240 0.20347 -0.50088 0.15554 -0.29907
 16 | 15 0.26108 0.09723 0.29465 0.75535 0.34294 -0.24315 -0.50757 -0.77291 0.05171 -0.30790 -0.67522 0.44441 -0.77945 0.45539 -0.08920 -0.17110 0.97790 -0.34567 -0.21903 -0.45783
 17 | 16 -0.07268 -0.69440 -0.64243 -0.27332 -0.08062 0.10486 0.01252 -1.06242 -0.19677 -0.60490 -0.16381 0.25066 0.18232 0.26057 0.33459 0.44510 0.22706 0.08342 -0.81200 1.10553
 18 | 17 0.03103 0.07050 0.95907 0.77685 -0.14311 0.31471 0.36770 0.44317 -0.66753 0.44853 -0.29697 0.48324 -0.32865 -0.63231 -0.57933 0.59074 0.06765 0.44166 0.62179 -0.13310
 19 | 18 0.42466 -0.19756 -0.45088 -0.01996 -0.05903 0.02954 0.20906 0.96000 -0.12827 -0.56528 0.08208 0.29218 0.96340 0.27194 0.35759 0.01272 -0.43390 0.02470 0.21302 -0.30552
 20 | 19 0.02520 -0.77239 -0.48093 -0.25743 -0.18666 0.05803 -0.20386 -1.03051 0.03023 -0.64971 -0.27886 0.18036 0.17413 0.12671 0.48443 0.40030 0.31813 -0.15113 -0.79346 1.05517
 21 | 20 0.34808 0.16778 0.27973 0.07106 0.45969 0.63923 0.02717 -0.13548 0.40815 0.00955 0.22541 -0.15348 0.71970 -0.77058 -0.25160 -0.32081 -0.63327 0.65629 0.25793 0.18940
 22 | 21 0.76337 -0.25731 0.18065 0.54889 0.53689 0.00038 0.90981 -0.19221 -0.52354 -0.24294 -0.29867 0.18984 -0.53478 0.50802 0.71882 0.37632 -0.08029 -0.29949 0.64159 0.10623
 23 | 22 0.90948 0.00027 -0.24851 1.10495 0.14511 0.11734 0.38620 0.01549 0.52578 0.32661 0.11506 -0.08148 0.05091 0.83764 -0.26098 -0.22769 0.28897 0.77149 0.51512 -0.26594
 24 | 23 0.77709 -0.26814 0.29908 0.53266 0.50671 -0.00971 1.00225 -0.34716 -0.45877 -0.31654 -0.16013 0.20627 -0.42195 0.51607 0.74076 0.37567 -0.19190 -0.29803 0.62995 0.10588
 25 | 24 0.50134 0.27321 -0.09378 0.20715 -0.31921 0.88308 -0.03290 0.49800 0.55848 0.23271 -0.17097 -0.21065 -0.22766 0.34359 0.52157 0.19796 0.48948 0.69152 0.30868 -0.19820
 26 | 25 -0.77725 -0.20467 -0.47837 -1.11266 0.79501 0.23788 0.39994 0.51553 0.04965 0.19343 0.20373 -0.54730 -0.12307 -0.41870 0.18365 0.30624 -0.16807 -0.46960 0.31860 0.45642
 27 | 26 -0.04857 0.08715 -0.11298 -0.56298 -0.36061 -1.05379 -0.23126 0.22357 0.76255 -0.29396 0.44922 0.67994 -0.13876 -0.52135 0.79176 -0.25050 0.58788 0.36069 0.34271 0.00608
 28 | 27 -0.63529 0.23023 -0.39584 -0.32119 -0.77140 -0.54134 -0.00989 0.40186 0.45256 -0.57381 0.82845 0.09697 0.30943 -0.14375 1.14066 -0.21732 0.30318 0.41290 0.30235 -0.04956
 29 | 28 0.05213 0.11381 0.16168 -0.00222 0.10437 0.09290 -0.05004 0.13982 0.06402 0.04587 0.00295 -0.07028 -0.05218 0.08900 -0.09931 0.14683 0.09190 0.14297 -0.13144 0.07406
 30 | 29 0.28864 -0.58914 -0.02741 0.02765 0.47114 0.14860 -0.59645 0.52405 -0.44078 0.76984 -0.37624 -0.97902 -0.32841 -0.76405 -0.04427 -0.14965 0.34734 -0.34385 -0.37804 -0.47575
 31 | 30 -0.62953 0.65787 0.32850 -0.32451 -0.84225 0.70803 0.65021 -0.49283 0.35694 0.20691 0.14277 -0.03162 0.00066 -0.00448 0.71601 -0.33249 -0.49217 0.48486 0.79413 -0.15593
 32 | 31 -0.63600 0.63046 0.27657 -0.40276 -0.93513 0.37544 0.58151 -0.30965 0.52354 -0.13039 0.44419 0.16592 -0.01933 -0.30609 0.97260 -0.20914 -0.45527 0.66623 0.43854 -0.28578
 33 | 32 -0.53930 0.47531 0.44479 -0.43427 -0.84749 0.65556 0.32878 -0.18789 0.53869 -0.17858 0.47448 0.09481 0.16493 -0.29209 1.13984 -0.11226 -0.23679 0.66749 0.38963 -0.26464
 34 | 33 -0.58733 0.50667 0.17907 -0.52608 -0.92644 0.23133 0.29412 -0.06104 0.49502 -0.34154 0.54002 0.23685 0.13756 -0.38421 1.20899 -0.04084 -0.29867 0.76371 0.43795 -0.10720
 35 | 34 -0.23646 0.46151 -0.00488 -0.22787 0.22287 -0.02970 -0.21696 0.45799 0.57312 -0.28300 -0.77166 -0.05695 -0.68188 -0.15828 -0.37493 0.78087 -0.41579 -0.09872 -0.03668 0.66212
 36 | 35 -0.15391 0.65451 0.10049 0.00084 -0.20771 -0.44087 0.42652 0.27423 -0.14073 0.92257 -0.20053 0.50058 -0.31738 0.41210 -0.43707 0.23572 -0.08701 -0.14494 0.46050 0.69071
 37 | 36 -0.73274 -0.10028 -0.52746 -1.07032 0.68149 0.21330 0.42812 0.45265 -0.02561 0.19107 0.07098 -0.59952 -0.07887 -0.43422 0.10536 0.48096 -0.17912 -0.54533 0.25013 0.50318
 38 | 37 -0.76085 -0.21556 -0.44800 -1.10534 0.78476 0.27970 0.40429 0.55602 -0.00807 0.15096 0.22602 -0.56313 -0.19362 -0.34687 0.19729 0.34109 -0.13353 -0.51635 0.26351 0.49771
 39 | 38 0.77465 0.25543 -0.06465 -0.24046 -0.16909 0.81262 0.16802 -0.47940 0.45287 0.74090 -0.10510 0.52841 -0.04834 -0.19621 -0.13667 -0.92195 -0.72897 0.33274 0.15126 -0.74102
 40 | 39 0.13439 0.09350 -0.03632 0.08298 -0.33048 0.37735 -0.38664 0.08282 -0.57190 0.55583 0.79819 0.26843 0.31147 -0.37270 0.51745 -0.06350 -0.65749 -0.70800 0.18486 -0.31813
 41 | 40 -0.10885 -0.04993 -0.11848 -0.11400 0.00759 -0.11076 -0.15982 0.05543 -0.11091 0.14623 0.03318 0.03817 0.13448 -0.05214 -0.07992 0.06524 0.03830 0.14105 0.14815 -0.01740
 42 | 41 -0.43900 -0.27844 0.04864 0.28174 -0.24189 1.06857 0.44982 0.22231 -0.02538 -0.61714 0.12951 -0.33327 -0.19802 0.62083 0.15717 -0.32159 -0.12226 0.50997 0.17433 -0.42166
 43 | 42 -0.05381 -0.02273 -0.78683 0.74867 -0.61529 0.03602 0.65229 -0.26633 -0.81762 -0.40957 0.28753 -0.80565 -0.18792 0.44822 -0.19936 0.61711 0.26671 -0.62333 0.07721 0.10581
 44 | 43 -0.02369 0.12082 0.54144 0.13529 0.61063 -0.77899 -0.34413 0.83186 0.30301 -0.21477 -0.32627 -1.20383 0.11615 0.42110 -0.57816 0.16845 -0.16543 -0.10069 -0.48391 0.01754
 45 | 44 0.57888 -0.42172 0.03680 0.62261 -0.22965 0.24196 0.19936 0.32776 -0.18158 0.84596 0.12755 0.45946 0.28095 -0.48248 0.27731 0.80104 0.26343 0.39563 -0.09642 -0.18886
 46 | 45 -0.09911 -0.24735 0.84438 -0.29450 0.07973 -0.00677 -0.38884 -0.17621 0.43412 -0.35908 -0.39200 0.06379 -0.73152 0.39657 -0.33588 -0.44714 0.71615 0.67005 -0.29200 0.01514
 47 | 46 0.62318 -0.27962 0.22421 0.48436 0.43914 0.05344 0.96589 -0.16066 -0.52408 -0.23350 -0.31139 0.15474 -0.66425 0.62392 0.77947 0.38719 -0.14896 -0.49877 0.66775 0.01499
 48 | 47 -0.16611 -0.03134 0.14665 0.08894 -0.48877 -0.28939 0.02461 0.62447 -0.46132 0.24697 -0.38081 0.78630 -0.68501 0.43244 -0.61712 -0.29707 -0.02177 -0.59548 -0.73974 -0.84211
 49 | 48 0.04953 0.08851 -0.06880 -0.14146 0.06847 0.00531 0.06834 -0.10221 -0.13415 0.09101 -0.10002 -0.00824 0.09476 0.07758 -0.02108 0.01606 0.03503 0.05293 0.02698 -0.12514
 50 | 49 -0.20728 -0.05513 0.22245 0.06575 -0.46550 -0.29066 0.07275 0.63448 -0.43799 0.17366 -0.33315 0.70328 -0.72388 0.38492 -0.61915 -0.23649 -0.00781 -0.60531 -0.71348 -0.88878
 51 | 50 -0.26907 -0.09755 0.39702 0.09497 -0.44225 -0.14393 -0.01894 0.73651 -0.41690 0.24211 -0.33840 0.79867 -0.70059 0.35710 -0.63998 -0.23602 0.06626 -0.57564 -0.72849 -0.84853
 52 | 51 0.42116 0.91631 -0.59271 -0.07687 -1.23163 -0.29701 0.05819 -0.54747 0.13924 -0.33224 -0.08765 0.34444 0.30756 -0.53445 -0.10349 -0.31217 -0.58804 0.14438 0.12384 0.37667
 53 | 52 -0.52317 0.25105 -0.33793 -0.10884 -0.70939 -0.57655 -0.22518 0.26430 0.53648 -0.52458 0.99858 0.03168 0.24587 -0.27082 1.10970 -0.14642 0.27662 0.42787 0.39754 -0.06153
 54 | 53 0.31631 -0.01056 0.06441 0.23639 -0.50275 0.03744 0.21564 -0.22890 -0.66025 -0.14664 0.71692 -0.40364 -0.88251 -1.10369 0.16846 0.02972 0.52623 -0.02515 0.12800 0.72868
 55 | 54 0.84882 -0.69045 0.23915 0.10550 -0.23697 0.17692 0.66304 0.39495 0.30189 -0.28974 -0.06763 0.38370 0.22117 -0.01609 0.58743 -0.94770 0.72419 -0.33977 0.49676 -0.32381
 56 | 55 0.36243 0.03601 0.09031 0.26185 -0.49926 0.07836 0.22327 -0.23844 -0.66254 -0.14821 0.72908 -0.41661 -0.89704 -1.10703 0.13425 0.03669 0.52872 -0.05601 0.10512 0.73859
 57 | 56 0.42157 0.92564 -0.59860 -0.07270 -1.23060 -0.29697 0.06491 -0.53382 0.14729 -0.34254 -0.08146 0.33069 0.31904 -0.54716 -0.08395 -0.32176 -0.57373 0.15254 0.12356 0.37109
 58 | 57 0.73603 -0.37567 0.26570 0.58324 0.62298 -0.03005 0.95331 -0.27897 -0.48685 -0.12067 -0.37218 0.30698 -0.40027 0.49537 0.80757 0.35581 -0.16346 -0.25868 0.59923 0.09941
 59 | 58 0.73557 -0.34699 0.23528 0.59646 0.55423 0.03012 0.94569 -0.17594 -0.54474 -0.13334 -0.31949 0.22462 -0.41556 0.56206 0.82104 0.37261 -0.15461 -0.34266 0.55062 0.14556
 60 | 59 -0.13721 0.07891 0.05433 0.58267 -0.39851 -0.64504 -0.05359 -0.06936 -0.40809 -0.60592 -0.65073 0.35953 0.52137 -0.66945 -0.64145 0.18297 -0.17926 0.24866 -0.08615 0.23221
 61 | 60 0.17894 0.59004 0.59704 -0.62236 -0.05015 0.33625 0.36125 0.32990 -0.12975 0.28124 0.66088 -0.83552 -0.53542 -0.05766 -0.99097 0.51377 -0.09852 0.56115 0.23890 0.15174
 62 | 61 0.09688 0.23963 0.03377 0.19190 0.56944 -0.24661 -0.56457 -0.15043 0.54441 0.25627 0.16335 0.24490 -0.29182 -0.23346 0.43323 -0.48093 0.02652 1.13576 0.33748 0.41044
 63 | 62 -0.13271 0.14033 -0.21527 -0.30674 -0.41842 -0.87275 -0.33949 0.09812 0.72276 -0.26249 0.83527 0.41501 -0.14661 -0.59214 1.01987 -0.36848 0.40803 0.48010 0.45319 -0.00098
 64 | 63 0.20225 0.06055 0.79229 -0.70381 -0.79047 -0.53441 0.00259 -0.30235 0.61014 0.71590 -0.28735 -0.35522 -0.38523 0.18033 -0.77381 -0.01624 -0.17569 -0.08478 -0.03728 -0.74148
 65 | 64 -0.71768 0.18154 -0.27801 -0.19059 -0.68092 -0.55752 -0.01954 0.40847 0.30049 -0.67568 0.87149 0.29691 0.17312 -0.30642 1.22730 -0.01618 0.13681 0.40351 0.47287 0.01216
 66 | 65 0.36994 0.33041 -0.00659 -0.26906 0.72893 -0.75834 0.00903 0.26756 1.10927 -0.63560 -0.38323 -0.06554 0.88088 0.08680 -0.08638 -0.06888 0.43934 -0.02788 -0.11160 0.52888
 67 | 66 0.36577 0.25994 0.00217 -0.15386 0.64147 -0.86942 0.04012 0.36671 1.18699 -0.67484 -0.37626 -0.02463 0.84043 0.08463 -0.10266 -0.10307 0.48082 0.06644 -0.09975 0.48018
 68 | 67 -0.17973 -0.02250 0.70473 -0.21137 0.54166 -0.03412 0.66300 -0.47910 0.49835 -0.07927 0.03530 -0.80223 0.04872 -0.30079 -0.45908 0.69616 0.25119 -0.39234 0.19762 -0.40660
 69 | 68 1.02277 -0.43092 -0.11650 0.16137 -0.19015 -0.72856 -0.05797 -0.35779 0.06275 0.08677 0.80026 0.35171 0.37982 -0.33393 0.27340 -0.69260 -0.92167 0.18444 -0.39662 0.25638
 70 | 69 0.91820 -0.60533 0.37872 0.19611 0.04162 0.13414 0.70361 0.36241 0.10981 -0.35255 0.06000 0.30239 0.14562 0.05626 0.66602 -1.00391 0.73345 -0.35982 0.50419 -0.35987
 71 | 70 -0.40856 0.40096 -0.22031 -0.04114 -0.78903 -0.54672 -0.28451 0.34722 0.55682 -0.45727 0.85747 0.24387 0.06442 -0.31548 1.20086 -0.03293 0.37958 0.52240 0.15605 -0.11136
 72 | 71 -0.49660 -0.69208 0.01899 -0.17081 -0.21822 0.92417 0.00263 0.11802 0.41748 0.76825 -0.46227 -0.01475 0.62089 0.43733 -0.88409 -0.35477 -0.26733 -0.04672 -0.66070 -0.22276
 73 | 72 0.70430 0.28900 -0.47982 0.08049 -0.16056 -0.46998 -0.69153 0.82451 -0.54340 -0.55277 -0.47139 0.48956 0.04083 0.13069 0.04274 -0.19459 0.08481 0.16562 0.18355 -0.13852
 74 | 73 -0.47443 -0.31934 -0.92945 -0.36206 -0.49504 0.36829 -0.07106 0.05380 0.69519 0.73620 0.02408 0.20277 0.21316 0.38775 -0.75323 0.00181 0.14498 0.83487 0.16186 0.59847
 75 | 74 -0.17289 0.32611 0.69622 0.23424 0.03555 -0.49331 0.43619 -0.74105 -0.08853 0.58909 -0.17347 -0.44545 0.41122 -0.00490 0.30605 0.14482 -0.73508 0.36303 0.18868 0.33664
 76 | 75 -0.15917 -0.30503 0.34099 0.01588 -0.83092 -0.06906 -0.41030 0.00496 -0.91745 0.76177 -0.22125 0.24559 -0.64295 -0.20937 -0.26429 -0.23517 0.19042 -0.02929 0.33474 -0.01970
 77 | 76 0.88286 -0.72939 0.23635 0.13631 -0.26870 0.17694 0.58117 0.31161 0.41538 -0.35145 -0.05096 0.43799 0.14647 -0.05453 0.61432 -0.94991 0.72051 -0.33633 0.50640 -0.34433
 78 | 77 0.92303 -0.95845 0.17347 -0.03337 -0.45708 0.20784 0.44334 0.24506 0.42705 -0.45410 -0.06689 0.35343 -0.04814 -0.03745 0.60926 -0.69179 0.73195 -0.21934 0.51042 -0.36146
 79 | 78 0.22037 -0.07982 0.75563 -0.10811 -0.68149 0.67332 -0.49169 -0.67523 -0.53824 -0.32740 0.06919 -0.30705 0.18214 0.59416 -0.34412 -0.38554 -0.33886 -0.30428 -0.02403 0.20031
 80 | 79 -0.11674 -0.28284 -0.00975 0.09625 0.51019 0.27398 -0.47968 -0.44071 0.30639 -0.15994 -0.45725 0.90437 -0.27904 0.01557 -0.46858 -0.30333 0.11534 0.62384 0.50989 -0.54114
 81 | 80 -0.61851 0.61674 0.25487 -0.36006 -0.78622 0.65315 0.62758 -0.52479 0.28356 0.11569 0.09002 0.05794 0.00604 0.00346 0.66229 -0.27142 -0.40261 0.54250 0.71090 -0.17560
 82 | 81 -0.50819 0.25694 -0.32154 -0.14000 -0.72514 -0.53953 -0.12692 0.34533 0.46446 -0.52482 0.95426 0.20111 0.27319 -0.32072 1.00936 -0.03602 0.15477 0.46305 0.36151 -0.01345
 83 | 82 -0.58803 0.18326 -0.28653 -0.31991 -0.76286 -0.62741 0.04205 0.44371 0.32343 -0.50137 0.92227 0.22011 0.31964 -0.34056 1.08442 -0.03377 0.30435 0.44521 0.32568 -0.09978
 84 | 83 -0.46374 0.78140 -0.32793 -0.70039 -0.27081 0.09306 -0.07280 0.32261 -0.06381 -0.06511 0.51053 -0.26502 0.07864 -0.50222 -0.77467 0.28777 0.48850 -0.28422 0.26652 -1.24188
 85 | 84 -0.52958 0.23373 -0.27061 -0.20293 -0.64051 -0.56162 -0.06117 0.29335 0.48858 -0.54969 0.91625 0.22091 0.32885 -0.24082 1.14413 -0.03612 0.16820 0.43710 0.30073 -0.04481
 86 | 85 -0.60455 0.27526 0.04498 0.34222 -0.41164 -0.23797 0.06903 -1.38031 0.18043 -0.50303 -0.38244 -0.44296 0.08731 0.21957 0.20761 -0.79444 -0.06574 -0.74135 -0.13661 0.23685
 87 | 86 -0.83788 0.80555 -0.19166 -0.36078 0.45550 0.80553 -0.11007 0.44295 -0.66542 -0.62887 -0.40534 0.08751 -0.03050 -0.37499 -0.18577 0.33460 0.34688 0.05489 -0.77301 0.05190
 88 | 87 -0.45123 0.49523 -0.63894 0.22542 -0.09121 0.72554 0.41403 0.03289 0.90449 0.42086 0.21877 -0.36803 -0.46956 0.06256 -0.23365 0.06064 -0.30243 -0.47673 -0.06223 -0.03304
 89 | 88 -0.10031 -0.88345 -0.25753 -0.35081 -0.00536 -0.10747 -0.01120 -0.95528 -0.19434 -0.67351 -0.52875 -0.00754 0.05854 -0.02461 0.58335 0.22495 0.46013 0.07729 -0.85216 0.98801
 90 | 89 0.05773 -0.10407 -0.00749 0.52355 -0.48694 -0.47998 0.47942 0.18067 0.36571 0.59069 -0.40603 -0.27373 -0.23065 0.09565 0.65984 -0.45339 -0.60904 -0.73213 -0.71040 0.87007
 91 | 90 -0.01979 0.13358 -0.10826 0.05201 0.05429 -0.09736 -0.12274 -0.06954 0.00726 -0.05585 -0.08890 -0.05360 -0.04616 -0.11154 -0.11529 -0.03736 0.00340 -0.10021 -0.01208 0.11684
 92 | 91 0.68407 0.03545 -0.25906 0.15330 0.72536 0.16183 -0.58388 -0.48752 -0.12092 -0.25821 -0.07088 0.02777 -0.24185 -0.40145 -0.58076 -0.74357 0.58782 0.39957 0.03811 -0.47187
 93 | 92 0.70175 -0.51583 -0.04883 -0.52404 0.19398 -0.37608 -0.31772 -0.21103 0.12069 0.61088 1.17045 0.32296 -0.23847 -0.48020 -0.63086 0.27842 -0.35255 0.13601 -0.56489 0.25922
 94 | 93 0.64363 0.47930 -0.13265 0.14344 0.00199 -0.18304 0.09685 -0.35170 -0.23295 0.18891 -0.44455 -0.38863 -0.96333 -0.29790 0.83036 0.31542 -0.41427 -0.07926 -0.28377 0.01424
 95 | 94 -0.24285 -0.00911 0.18664 0.01851 -0.42990 -0.31883 0.05441 0.57994 -0.35898 0.11509 -0.33500 0.77883 -0.64222 0.42302 -0.63179 -0.27421 0.05656 -0.57863 -0.72984 -0.86880
 96 | 95 0.20909 0.04768 -0.10729 -0.07275 -0.20504 -0.79630 -0.80629 -0.04744 -0.59922 0.55751 0.24670 -0.85997 -0.32387 0.13581 0.86176 0.24307 0.34001 -0.27210 0.80312 -0.26355
 97 | 96 -0.21469 -0.02274 0.24864 0.05213 -0.42760 -0.32540 0.02522 0.65875 -0.37430 0.17943 -0.36666 0.76195 -0.63818 0.42714 -0.64180 -0.32271 0.01753 -0.51861 -0.67268 -0.83488
 98 | 97 -0.29100 -0.08210 0.28082 0.09591 -0.38657 -0.26813 -0.06999 0.61575 -0.47541 0.21788 -0.40654 0.78090 -0.65419 0.37664 -0.58705 -0.31965 0.03305 -0.63303 -0.69632 -0.86908
 99 | 98 0.78501 -0.32175 0.24775 0.50802 0.61450 -0.10066 0.93682 -0.17720 -0.51730 -0.19230 -0.32734 0.18463 -0.50544 0.47050 0.76665 0.36900 -0.16755 -0.36194 0.57860 0.17676
100 | 99 -0.29698 -0.78627 0.06975 -0.13465 -0.26401 0.97525 0.07574 0.00004 0.27203 0.81028 -0.39422 0.07003 0.65804 0.49658 -0.85329 -0.38032 -0.33094 -0.14951 -0.70481 -0.15781
101 | 100 -0.26117 0.23910 0.68479 0.03100 0.02321 -0.27279 -0.47378 -0.31450 0.39000 -0.48469 -0.55766 0.20908 0.22534 0.60446 0.31361 0.17521 -0.39701 0.41989 -0.37658 -0.78412
102 | 101 0.69917 -0.50646 -0.06263 -0.49670 0.22902 -0.39306 -0.33637 -0.15299 0.13689 0.59514 1.16640 0.33553 -0.22040 -0.52309 -0.63918 0.29719 -0.34063 0.15424 -0.55907 0.20909
103 | 102 -0.21416 -0.03318 0.22897 0.10397 -0.48990 -0.25085 0.03791 0.63384 -0.36571 0.16638 -0.31477 0.79704 -0.67292 0.37237 -0.61821 -0.22216 -0.02033 -0.65544 -0.68373 -0.87172
104 | 103 -0.00486 -0.83116 -0.10854 0.40543 0.34711 -0.53929 -0.05632 0.67708 -0.27495 -0.39722 0.22673 0.65541 0.18631 -0.11318 -0.72749 -0.21337 0.06345 0.10011 0.59552 0.08341
105 | 104 -0.05463 -0.08502 -0.78993 0.87052 -0.62678 -0.04992 0.61143 -0.18895 -0.83910 -0.29895 0.31199 -0.79485 -0.14123 0.39807 -0.10113 0.56253 0.29974 -0.59028 0.13169 0.14069
106 | 105 0.00904 -0.05771 -0.13018 -0.16043 0.43711 0.73922 -0.66497 -0.40353 0.08248 -0.19999 -0.75369 -0.50875 0.79282 0.21929 0.74293 0.93131 -0.31914 -0.18374 0.06201 -0.29560
107 | 106 0.88193 -0.75099 0.30385 0.20962 -0.29695 0.15979 0.61062 0.33350 0.39106 -0.38494 -0.09633 0.40525 0.19143 -0.08207 0.61831 -0.98319 0.76568 -0.32750 0.53515 -0.35385
108 | 107 0.84913 -0.77747 0.22848 0.22086 -0.30585 0.17775 0.59317 0.34787 0.43077 -0.34364 -0.06103 0.41318 0.11333 -0.08603 0.66600 -0.91053 0.79647 -0.33708 0.53527 -0.31887
109 | 108 -0.03125 0.29564 -0.40439 0.06872 -0.29648 -0.23922 -0.26139 0.06684 -0.05487 0.85946 0.31162 0.08931 0.35105 0.42111 -0.55967 0.29334 -0.18488 0.55951 -0.92830 0.48622
110 | 109 0.02411 -0.11008 -0.11712 -0.21012 0.41691 0.86220 -0.75538 -0.33626 -0.00058 -0.28211 -0.71816 -0.45766 0.75822 0.28153 0.79177 0.93883 -0.27548 -0.21565 0.17517 -0.28771
111 | 110 -0.06674 -0.42149 1.03837 -0.53722 -0.05224 -0.65803 -0.41424 -0.18841 -0.23927 0.07155 0.63222 0.03993 0.69295 0.66747 0.03009 -0.59104 0.16427 -0.08606 -0.16865 0.62331
112 | 111 -0.18501 -0.48648 1.05997 -0.52017 -0.02903 -0.68601 -0.32984 -0.12230 -0.17419 0.02065 0.62861 -0.07106 0.73869 0.76522 -0.05731 -0.57792 0.24558 -0.17408 -0.18814 0.59753
113 | 112 0.27939 0.10644 0.28624 0.76133 0.34114 -0.24130 -0.52800 -0.75933 0.05457 -0.30175 -0.68789 0.44300 -0.74057 0.46142 -0.11438 -0.15597 0.96903 -0.32408 -0.18871 -0.46482
114 | 113 -0.62894 -0.54474 0.14024 0.25296 0.61022 -0.50470 0.11134 0.07514 -0.54090 0.12948 0.09640 -0.02131 0.53507 -0.08359 -0.23381 0.73034 -0.12833 0.89682 0.90268 0.53132
115 | 114 -0.70728 0.44228 -0.05098 -0.43983 -0.91675 0.16884 0.52794 0.00487 0.47033 -0.28434 0.69089 0.19750 -0.06292 -0.25187 1.14225 -0.05022 -0.44054 0.82113 0.49814 -0.13491
116 | 115 0.36340 0.23461 0.03427 -0.19157 0.71797 -0.83063 0.08485 0.23179 1.14332 -0.67419 -0.35860 -0.04795 0.92511 0.06319 -0.00215 -0.08155 0.43453 -0.09177 0.01857 0.35395
117 | 116 -0.05208 -0.49441 1.06080 -0.52101 -0.03036 -0.71544 -0.33198 -0.11961 -0.15703 0.15237 0.65556 0.02127 0.69554 0.75390 0.04202 -0.61840 0.17770 -0.06227 -0.19467 0.55788
118 | 117 -0.08503 -0.38550 0.94932 -0.56792 -0.16095 -0.52774 -0.46649 -0.11916 -0.25248 0.17069 0.72632 -0.02510 0.58016 0.80631 0.04913 -0.62863 0.19934 -0.05246 -0.13321 0.62248
119 | 118 -0.02718 -0.47227 0.90718 -0.58293 -0.17954 -0.48810 -0.48885 -0.12878 -0.26414 0.17255 0.78132 -0.01584 0.65843 0.87267 0.08389 -0.69446 0.26054 -0.05251 -0.21498 0.59531
120 | 119 -0.37379 0.24581 -0.25828 -0.24818 -0.66294 -0.71283 -0.18193 0.27843 0.60222 -0.42142 0.85275 0.34420 0.17103 -0.48163 1.15205 -0.20026 0.28607 0.45499 0.38293 0.00740
121 | 120 0.03127 -0.46747 1.04427 -0.55191 -0.13479 -0.66330 -0.28314 -0.14769 -0.11024 0.16684 0.53276 0.04635 0.69737 0.74206 0.06971 -0.73524 0.15879 -0.14461 -0.08866 0.71185
122 | 121 -0.36795 0.40239 -0.20279 -0.13342 -0.79430 -0.48234 -0.22741 0.33826 0.51267 -0.54429 0.90595 0.19443 0.11447 -0.30393 1.14336 -0.06705 0.28137 0.57191 0.19735 -0.08139
123 | 122 -0.54465 0.57536 0.42216 -0.66403 -0.99179 0.53754 0.36133 -0.08383 0.58152 -0.43691 0.20211 0.21506 0.26597 -0.24645 1.07314 -0.12041 -0.29943 0.62693 0.34564 -0.17278
124 | 123 -0.44364 -0.32569 -0.35411 -0.24651 0.19124 0.28861 0.24748 0.18978 -0.78364 -0.21130 -0.04009 0.52790 0.73111 0.02569 0.50832 -0.52332 0.06811 -0.52570 0.52255 0.04817
125 | 124 0.38523 -0.20041 0.36722 -0.18275 -0.50532 -0.15777 -0.74112 -0.29092 -0.25869 -0.00197 -0.03349 0.78101 0.24571 -0.08399 -0.05339 0.25353 -0.85843 -0.30862 -0.36024 0.54306
126 | 125 -0.15279 -0.83247 -0.38654 -0.14344 0.09596 0.05422 0.05534 -1.02309 0.07622 -0.50345 -0.20452 0.06438 -0.12348 0.14169 0.41732 0.51610 0.28833 0.05799 -0.72385 1.16916
127 | 126 -0.24394 0.69657 0.16967 0.43748 0.09947 0.40482 -0.26033 0.96700 -0.87202 0.08073 -0.17870 -0.22771 -0.51205 0.43912 -0.12529 0.05886 -1.29183 0.18883 -0.36276 0.24005
128 | 127 -0.04519 -0.80991 -0.34159 -0.34756 0.22009 -0.01890 -0.08017 -0.97225 0.12223 -0.61528 -0.25743 0.06555 -0.14860 0.04325 0.40188 0.61012 0.35261 0.08040 -0.74837 1.04081
129 | 128 0.04105 0.28684 -0.35297 -0.11074 0.13479 0.50864 -0.39400 -0.50191 -0.21291 0.27439 0.72346 0.58728 -0.19511 -0.20353 -0.28205 -0.14617 0.08467 -0.69125 -0.68352 -0.62877
130 | 129 0.19955 0.53509 0.62513 -0.71707 -0.02189 0.28892 0.38425 0.31547 -0.10557 0.33585 0.59000 -0.80947 -0.49788 0.01887 -0.99610 0.58559 -0.09229 0.53449 0.25840 0.24464
131 | 130 1.04458 -0.44839 -0.10887 0.15963 -0.17874 -0.72910 -0.06143 -0.35790 0.04936 0.08453 0.81895 0.38076 0.38840 -0.32950 0.27721 -0.69744 -0.94323 0.19784 -0.41293 0.25898
132 | 131 0.41199 0.79966 -0.28105 0.06936 0.01117 0.22688 0.22341 0.13214 -0.79652 0.26613 0.37089 -0.71997 0.28338 -0.62527 0.21404 0.39131 -0.10695 -0.73952 0.17735 -0.15729
133 | 132 0.72922 -0.31352 0.28027 0.57506 0.60594 -0.05390 0.93445 -0.22065 -0.53402 -0.19448 -0.32715 0.19421 -0.41484 0.55444 0.79891 0.41141 -0.12572 -0.30240 0.62676 0.16788
134 | 133 -0.46782 -0.28629 -0.07704 0.57999 -0.14125 -0.73623 -0.63142 0.41522 -0.40683 0.16292 -0.40487 0.35835 -0.44313 0.05397 0.57497 -0.87619 -0.03968 -0.09646 -0.08766 0.02071
135 | 134 -0.20090 1.34530 -0.01013 -0.03325 0.17795 0.34831 -0.90633 0.34659 -0.58246 0.32067 -0.34962 0.29085 -0.68578 0.33850 0.04997 0.02138 -0.70391 0.12489 0.05989 0.01759
136 | 135 0.81664 -0.25941 0.20062 0.46726 0.61731 -0.10784 0.90824 -0.23425 -0.46994 -0.18953 -0.38256 0.18166 -0.54306 0.50576 0.79962 0.33265 -0.11892 -0.27753 0.60951 0.18087
137 | 136 0.04738 -0.64228 -0.61098 -0.33422 -0.12606 -0.01522 -0.14041 -0.91958 0.02812 -0.62067 -0.26299 0.19995 0.13906 0.17228 0.47555 0.40767 0.36058 -0.15035 -0.85642 1.11331
138 | 137 0.06053 0.28248 -0.55936 -0.28024 0.06237 -0.08648 0.27692 0.01290 -0.07254 -0.85632 -0.30077 0.35958 0.52872 -0.07491 0.34728 -0.06617 0.12682 -1.16424 -0.12879 -0.02562
139 | 138 0.12783 -0.66420 0.69091 -0.51545 0.90588 0.13121 -0.10623 0.30927 -0.04079 -0.01758 0.44681 0.13311 0.10297 0.00422 -0.20387 0.23112 0.68617 -0.70243 0.16024 -0.25386
140 | 139 0.92318 0.00921 -0.25743 1.13419 0.14824 0.12035 0.40363 -0.00951 0.51020 0.32851 0.11420 -0.08730 0.04383 0.84505 -0.26388 -0.23616 0.30601 0.77354 0.53821 -0.27025
141 | 140 0.27618 -0.49386 0.14648 -0.02933 -0.71105 0.38365 -0.61797 0.33081 -0.70738 -0.44045 -0.81738 -0.14785 0.07727 -0.12424 -0.21816 0.24357 -0.72366 0.15111 -0.16969 -0.28785
142 | 141 -0.30009 0.09857 0.64652 -0.09598 0.34136 -0.81317 -0.74913 -0.02001 -0.67141 0.08342 -0.40504 -0.01317 0.35790 0.21705 -0.39537 -0.20504 0.06676 -0.34090 -0.48009 -0.26921
143 | 142 -0.25745 0.93120 0.32971 0.15073 0.37926 0.39479 -0.59847 0.70670 -0.88916 0.11108 -0.24743 -0.15404 -0.60720 0.49840 0.10183 -0.01149 -1.09962 0.24716 -0.14091 0.08955
144 | 143 -0.22480 0.33650 0.06447 0.62407 0.15405 0.12122 -0.15757 0.36407 0.48469 0.22134 -0.77758 -0.28372 -0.66747 0.33308 0.87864 -0.09971 -0.50645 -0.18321 -0.30101 -1.14357
145 | 144 -0.11565 0.27372 0.03521 0.57241 -0.04540 0.15893 -0.12129 0.23936 0.37337 0.34871 -0.81332 -0.46954 -0.71979 0.31792 0.73824 -0.02162 -0.37359 -0.19629 -0.19290 -1.34974
146 | 145 -0.31261 1.21172 0.12332 0.08129 0.32220 0.33610 -0.77189 0.47457 -0.73556 0.29225 -0.38909 0.05902 -0.65419 0.40433 0.16763 0.05070 -0.95322 0.19069 -0.02643 -0.03731
147 | 146 -0.55826 0.03482 -0.42231 -0.26774 0.29092 0.12331 0.42686 0.44541 -0.42203 0.19365 -0.12454 -0.22348 0.66979 -0.22617 0.18254 -0.80597 -0.04838 0.78704 -0.95623 -0.82834
148 | 147 -0.14453 -0.10815 0.00866 0.38284 -0.10990 -0.16389 -0.32661 0.31718 -0.71076 -0.99890 -0.30554 -0.75170 0.05993 0.16696 0.05366 -0.04072 0.70536 -0.14727 0.42625 0.30539
149 | 148 -0.28167 -0.16620 0.15733 0.32753 0.49230 0.04259 0.89662 0.14617 -0.20661 0.40788 -0.58262 0.42297 0.45226 -0.69795 -0.83882 -0.24050 0.42379 0.94546 -0.07954 0.03791
150 | 149 -0.26741 0.27571 0.58483 -0.07064 -0.22281 -0.07406 0.63170 -0.77073 -0.12780 0.49133 0.22037 -0.40501 0.18579 0.19763 -0.93716 0.44821 0.00098 -0.17629 0.17915 0.48881
151 | 150 0.71429 0.26532 0.14503 0.62887 -0.34640 -0.30002 -0.56886 0.25319 0.25289 0.64975 -0.54066 0.02988 0.08625 0.01743 -0.01056 0.92963 0.87326 -0.06564 0.34267 -0.72121
152 | 151 0.70835 0.22332 0.15360 0.62810 -0.35844 -0.32532 -0.56092 0.25531 0.19386 0.61317 -0.54788 0.05792 0.13911 0.00039 -0.01703 0.90978 0.87310 -0.09274 0.30949 -0.72607
153 | 152 -0.19707 -0.46881 1.07637 -0.55409 -0.16281 -0.72571 -0.45170 -0.13356 -0.20214 0.16495 0.56253 -0.03114 0.71390 0.57253 0.07316 -0.68764 0.22102 -0.18115 -0.18395 0.59015
154 | 153 -0.09442 -0.74026 -0.02068 -0.40397 0.21255 0.21663 -0.28195 -0.71000 -1.02820 -0.05910 0.44551 -0.22877 -0.34454 0.07540 -0.73746 -0.25027 -0.81059 0.05357 0.62808 -0.24416
155 | 154 -0.08470 0.25280 0.03917 0.42125 0.04994 0.15939 -0.18921 0.35585 0.40140 0.27568 -0.79070 -0.37807 -0.60338 0.26990 0.84816 -0.10946 -0.45387 -0.19225 -0.22478 -1.31533
156 | 155 -0.84259 0.78167 -0.21517 -0.37551 0.47472 0.77292 -0.12960 0.46787 -0.56406 -0.65275 -0.40472 0.03397 -0.08485 -0.42375 -0.25640 0.36081 0.33878 -0.01784 -0.75510 -0.04808
157 | 156 0.75942 -0.19331 0.48804 0.31552 0.47378 -0.12582 0.48465 0.58330 -0.14149 -0.48746 0.28913 0.20290 0.28979 0.37613 0.44828 -1.03446 0.48290 -0.48227 0.67994 0.02014
158 | 157 0.29823 -0.37191 0.06714 -0.11996 -0.19992 -0.63335 -0.00351 0.49515 -0.61561 0.49333 0.52198 0.32146 0.34420 -0.49589 0.15912 0.24261 -0.25310 0.71063 -0.35459 -0.48424
159 | 158 0.42471 0.47781 -0.45806 0.79516 -0.41240 -0.32463 -0.31699 -0.59753 -0.11848 0.04207 0.55898 0.74414 -0.24375 0.42962 -1.02311 0.05708 -0.46776 -0.06131 0.64851 -0.32590
160 | 159 0.28712 -0.61967 -0.01390 0.03879 0.48289 0.13596 -0.61430 0.54480 -0.46863 0.79436 -0.39047 -1.01493 -0.34390 -0.77282 -0.03100 -0.16973 0.37728 -0.35528 -0.40064 -0.48856
161 | 160 -0.52521 0.35667 0.39304 0.33983 0.20040 0.71047 -0.62706 -1.04326 -0.23238 0.49019 0.17331 -0.50509 0.19438 0.00311 0.11547 0.81139 0.73008 0.48948 -0.24362 0.08165
162 | 161 0.45229 0.93266 0.43569 0.43127 0.98601 0.43340 -0.34080 -0.14464 0.30193 -0.49112 0.04671 -0.27301 -0.68772 0.21189 -0.23635 0.19317 -0.26361 -0.59543 0.59182 0.16684
163 | 162 -0.13982 0.06065 0.27969 0.45285 -0.00541 -0.70452 -0.62792 -0.38752 -0.33035 0.57472 0.66070 -0.27242 0.05207 0.05493 -0.33217 0.00016 -0.62832 0.32594 0.25465 -0.62516
164 | 163 0.75497 -0.00493 0.31522 -0.42218 0.75103 0.25163 -0.73821 0.21424 -0.40752 0.50830 -0.52568 0.69063 -0.04250 0.26286 0.32433 -0.80471 -0.32732 -0.44834 0.40202 0.27693
165 | 164 -0.26507 1.26086 0.03721 -0.02084 0.26693 0.25519 -0.75125 0.31441 -0.62488 0.32864 -0.39064 0.23472 -0.65341 0.29684 0.16524 -0.01264 -0.77194 0.14835 0.05825 -0.10826
166 | 165 -0.43096 0.42262 -0.13685 0.19062 -0.03443 -0.04515 -0.82891 0.50890 0.39685 0.66201 0.26128 -0.29171 -0.03218 -0.74917 -0.31348 0.40323 0.60289 0.05949 0.05247 -0.23632
167 | 166 -0.34010 -0.13795 -0.34625 0.11124 0.28589 0.34297 0.12958 -0.83563 -0.35241 0.09012 0.73312 -0.23357 0.03588 -0.72232 -0.00151 -0.18251 -0.19549 -0.09075 -0.56579 -0.93703
168 | 167 -0.79516 -0.15373 -0.47533 -1.11988 0.76470 0.28451 0.43139 0.54711 0.06783 0.18884 0.23694 -0.55737 -0.18898 -0.44259 0.20030 0.32807 -0.09319 -0.49389 0.32041 0.49200
169 | 168 0.75618 0.00271 0.31903 -0.42777 0.75622 0.24242 -0.75687 0.22341 -0.40349 0.52097 -0.53158 0.69090 -0.05902 0.27442 0.32203 -0.79885 -0.33657 -0.45486 0.41119 0.27654
170 | 169 0.00607 0.72473 0.14334 -0.20056 -0.70494 -0.15543 -0.11539 -0.03783 0.11902 0.15510 0.46936 0.94778 0.47627 0.76564 -0.76358 0.52497 0.15739 -0.37307 0.23593 -0.60023
171 | 170 -0.07996 -0.71928 -0.32643 -0.17402 -0.05465 0.07587 -0.19054 -0.76485 -0.01064 -0.72898 -0.00504 -0.01084 -0.17738 0.18956 0.31031 0.68271 0.32928 -0.06036 -1.03111 1.22050
172 | 171 0.01496 0.72097 0.13505 -0.18943 -0.70299 -0.15006 -0.12384 -0.04656 0.12832 0.15150 0.46179 0.98050 0.47454 0.78091 -0.76876 0.51869 0.16218 -0.37916 0.22304 -0.60572
173 | 172 -0.16805 -0.59367 -0.33755 1.04272 0.56931 0.15028 0.39548 -0.03867 0.74739 -0.09292 0.10969 -0.17484 0.06990 0.25122 -0.37246 0.18427 0.38947 0.10777 -0.18703 -0.62281
174 | 173 -0.28230 -0.12975 0.15524 0.35946 0.52375 0.08118 0.90047 0.16279 -0.13079 0.37240 -0.54511 0.48203 0.44687 -0.72977 -0.86625 -0.25741 0.36655 0.96783 -0.08882 0.06276
175 | 174 -0.55123 -0.91547 -0.12474 -0.10965 0.01777 -0.29116 -0.44399 -0.38739 0.32770 -0.57314 -0.12095 -0.03324 -0.11930 -0.45812 0.62254 0.71979 -0.15065 -0.19709 -0.83736 0.71538
176 | 175 0.08831 0.42040 -0.31727 -0.13490 0.63156 0.53485 0.51928 0.82274 0.64187 0.31025 0.04370 -0.22997 0.30603 0.55774 0.34141 -0.28242 0.33380 -0.36712 0.04732 -0.16604
177 | 176 0.40082 0.45824 -0.42622 0.75695 -0.39361 -0.30242 -0.30396 -0.55668 -0.13054 0.02577 0.51667 0.68945 -0.23224 0.40560 -0.95362 0.06120 -0.44969 -0.06124 0.60866 -0.30153
178 | 177 -0.53338 0.27221 -0.00299 0.29607 -0.48030 -0.20426 0.09180 -1.35493 0.21949 -0.51919 -0.36668 -0.38421 0.08100 0.27384 0.22347 -0.76366 -0.07822 -0.71474 -0.12737 0.27930
179 | 178 -0.57425 0.29452 0.01419 0.32130 -0.47625 -0.20315 0.07596 -1.34299 0.18882 -0.49765 -0.36556 -0.40947 0.08327 0.27276 0.20770 -0.72621 -0.02409 -0.74032 -0.11360 0.29301
180 | 179 -0.49188 0.35664 0.34513 0.32766 0.19670 0.64930 -0.57005 -1.02080 -0.25709 0.48418 0.13627 -0.51876 0.17146 -0.00848 0.12266 0.77354 0.71481 0.48056 -0.25716 0.06208
181 | 180 -0.44019 0.13078 0.15644 0.84973 -0.51906 0.17976 0.05878 -0.00985 0.22462 0.47212 0.43435 -0.61048 0.90186 0.12552 -0.41781 0.17698 0.89840 -0.26936 0.53476 -0.67671
182 | 181 -0.70710 -0.12915 -0.46081 -1.12898 0.74823 0.18813 0.52040 0.47955 -0.00990 0.20555 0.09014 -0.51388 -0.09905 -0.44586 0.08324 0.43123 -0.12445 -0.66303 0.21892 0.46186
183 | 182 0.21114 0.03543 0.04904 0.41556 0.11400 0.53647 0.44437 0.30566 0.31452 -0.20240 0.54452 -0.05660 -0.70304 -0.68081 0.08332 -0.84892 -0.69372 -0.15906 -0.09786 0.44023
184 | 183 -0.37671 0.06700 0.34642 0.81548 -0.47614 0.05107 0.10156 -0.02316 0.17688 0.32457 0.61077 -0.58465 0.87146 0.15957 -0.41143 0.24723 0.85400 -0.25544 0.43013 -0.86255
185 | 184 -0.80989 -0.17479 -0.48649 -1.12883 0.79392 0.29282 0.36085 0.48056 0.02216 0.16126 0.16038 -0.52154 -0.16528 -0.46907 0.19919 0.36595 -0.13970 -0.51989 0.25347 0.52550
186 | 185 -0.51424 0.75943 -0.86271 0.31705 0.24739 0.16643 0.39120 0.37753 -0.97458 0.21305 0.09842 -0.36938 -0.39378 0.22323 -0.36915 -0.83078 -0.21097 -0.15499 0.27679 0.50216
187 | 186 0.19892 0.06905 0.78183 -0.70107 -0.78446 -0.52253 0.00086 -0.30214 0.60175 0.71299 -0.29480 -0.34642 -0.38528 0.18871 -0.77698 -0.03652 -0.17508 -0.08196 -0.04308 -0.74104
188 | 187 -0.60516 0.08349 -0.21431 -0.20553 -0.70614 -0.62720 0.04161 0.35990 0.54478 -0.52071 1.00308 0.30504 0.35683 -0.23633 1.05784 -0.03435 0.15358 0.44169 0.35598 -0.00590
189 | 188 0.02323 -0.03695 -0.11433 -0.28299 0.39931 0.82774 -0.58455 -0.38978 0.10511 -0.27436 -0.71214 -0.40070 0.79847 0.27339 0.76906 0.93389 -0.25118 -0.27388 0.17972 -0.27578
190 | 189 -0.33430 1.34425 -0.01897 0.02462 0.24347 0.25099 -0.81562 0.26938 -0.56398 0.38237 -0.43150 0.23805 -0.61804 0.32741 0.15879 -0.11687 -0.79980 0.12551 0.15952 -0.03108
191 | 190 -0.18363 0.69705 0.00387 0.02596 -0.21456 -0.09166 0.18122 0.04775 0.31635 -0.13136 -0.24492 -0.00635 0.41701 0.07379 -0.14175 0.08549 0.78634 0.19471 -0.48027 -1.17676
192 | 191 0.09125 1.01899 -0.01652 0.56005 0.21467 0.37697 -0.01493 0.22137 -0.04845 -0.05381 -0.41101 -0.06944 -0.12747 -0.42832 0.92126 0.62067 -0.24431 0.32162 0.20771 0.07072
193 | 192 -0.17054 -0.01986 0.24876 0.07879 -0.42196 -0.29004 -0.03144 0.69682 -0.40389 0.16646 -0.33549 0.79537 -0.66879 0.40738 -0.59525 -0.31269 -0.03121 -0.63481 -0.76425 -0.83236
194 | 193 0.06388 -0.11586 -0.01976 0.49665 -0.48803 -0.47140 0.46898 0.17629 0.37030 0.57797 -0.41215 -0.28533 -0.23727 0.08883 0.65072 -0.44847 -0.60201 -0.74004 -0.72208 0.87409
195 | 194 -0.08318 -0.43905 1.01749 -0.55775 -0.13254 -0.67897 -0.32283 -0.15337 -0.22700 0.09893 0.63614 -0.02982 0.66761 0.65747 -0.00085 -0.60993 0.24255 -0.10746 -0.13940 0.59631
196 | 195 -0.19579 0.14057 -0.18840 -0.53867 -0.51698 -0.87645 -0.18095 0.20285 0.76289 -0.23202 0.56380 0.70627 -0.12186 -0.49257 0.90292 -0.27816 0.49451 0.48335 0.41694 0.01349
197 | 196 -0.49651 0.21787 -0.21925 -0.28999 -0.70067 -0.58115 -0.00402 0.34792 0.47013 -0.57995 0.95677 0.12176 0.32302 -0.31975 1.02062 -0.14454 0.15856 0.48865 0.29213 -0.06098
198 | 197 0.30399 0.37981 -0.00799 -0.36042 0.69493 -0.78607 0.03446 0.27111 1.14917 -0.53974 -0.43083 -0.08796 0.93780 0.09649 -0.05989 -0.13872 0.39410 -0.04340 -0.10288 0.53750
199 | 198 -0.62933 -0.54398 0.15351 0.24911 0.61722 -0.50894 0.11837 0.06580 -0.55441 0.14555 0.09874 -0.00997 0.53447 -0.07245 -0.24670 0.73342 -0.12605 0.91444 0.93033 0.52914
200 | 199 -0.19243 -0.65016 -1.22521 0.40416 0.45589 -0.36751 -0.08768 -0.05827 0.10292 -0.07329 0.31393 0.35214 -0.30815 0.74571 -0.43981 -0.34018 -0.23607 -0.08320 0.76458 -0.39693
201 | 200 -0.17523 -0.63669 -1.23192 0.40699 0.39892 -0.36214 -0.10807 -0.06812 0.06925 -0.06918 0.33760 0.33383 -0.26653 0.76110 -0.42408 -0.34397 -0.22352 -0.11735 0.79138 -0.43063
202 | 201 -0.20492 -0.65973 -1.23673 0.42082 0.44014 -0.34161 -0.05968 -0.07798 0.04672 -0.07571 0.37013 0.34507 -0.30255 0.71680 -0.41116 -0.35812 -0.21109 -0.09788 0.80603 -0.42836
203 | 202 -0.22811 0.02450 0.16357 0.04703 -0.42664 -0.26157 0.07919 0.67218 -0.45253 0.20214 -0.37977 0.71724 -0.72328 0.41844 -0.60019 -0.31270 0.02348 -0.55433 -0.67753 -0.86893
204 | 203 0.28850 -0.44734 -0.24401 0.12763 -0.04236 0.84505 -0.41491 0.31679 0.29100 -0.48098 -0.44803 0.32665 0.19881 -1.08777 -0.32822 -0.80382 0.00242 0.03167 0.44403 -0.62578
205 | 204 0.29718 -0.46856 -0.19665 0.11021 -0.04448 0.83113 -0.39916 0.32694 0.30080 -0.47478 -0.46294 0.35319 0.25958 -1.10547 -0.33177 -0.80843 0.01429 0.01661 0.43225 -0.62942
206 | 205 0.16297 0.41711 -0.24470 0.14227 0.55919 0.18347 -0.39954 0.39292 -0.22132 -0.18641 -0.32466 0.40301 0.40505 -0.40868 0.53689 -0.51507 0.42804 0.83337 0.16753 0.58971
207 | 206 0.78619 -0.79690 0.22583 0.14267 -0.18773 0.16351 0.68238 0.41538 0.32253 -0.26823 -0.02945 0.44996 0.19531 -0.04776 0.55340 -0.97291 0.70411 -0.30734 0.50874 -0.31025
208 | 207 -0.43888 0.27139 -0.29474 -0.20358 -0.71641 -0.55518 -0.09699 0.26645 0.46195 -0.51130 0.94601 0.12883 0.27739 -0.28132 1.07296 -0.11863 0.16847 0.48957 0.31185 -0.02971
209 | 208 -0.46706 0.23163 -0.29702 -0.19921 -0.75409 -0.57272 -0.07194 0.24426 0.52803 -0.53344 0.94427 0.14763 0.22515 -0.27549 1.05624 -0.08636 0.11865 0.43982 0.34612 -0.08354
210 | 209 -0.08225 -0.33942 -0.26806 -0.51109 0.38600 0.09806 -0.51909 -0.16891 -0.16272 -0.66921 0.14095 -0.21192 0.71285 -0.73096 0.10544 0.71202 -0.16234 0.31837 0.10559 -0.27318
211 | 210 0.72188 -0.48527 -0.08378 -0.50427 0.17303 -0.39918 -0.31930 -0.18025 0.10703 0.63556 1.17082 0.32523 -0.22408 -0.53145 -0.64626 0.22839 -0.38616 0.10626 -0.59165 0.27531
212 | 211 0.72541 -0.50996 -0.04381 -0.50011 0.19487 -0.38395 -0.35266 -0.21093 0.13480 0.60120 1.16439 0.33046 -0.27579 -0.52525 -0.62853 0.28177 -0.33994 0.10524 -0.56252 0.22295
213 | 212 0.21626 0.04153 -0.07832 -0.06018 -0.19296 -0.79080 -0.77152 -0.04530 -0.60365 0.52667 0.25506 -0.86534 -0.36302 0.14251 0.85186 0.25390 0.32419 -0.26805 0.77164 -0.27682
214 | 213 -0.37834 0.35458 -0.23500 -0.04348 -0.78634 -0.50196 -0.26518 0.34900 0.60006 -0.47937 0.87392 0.23524 0.06808 -0.37506 1.15733 -0.02857 0.37767 0.51201 0.13669 -0.10625
215 | 214 -0.56951 0.28105 -0.02453 0.33700 -0.42613 -0.22448 0.10145 -1.38402 0.21716 -0.45651 -0.39878 -0.43542 0.12687 0.22745 0.23181 -0.76531 -0.05981 -0.72166 -0.10480 0.23084
216 | 215 -0.53529 -0.89381 -0.22491 -0.05086 -0.06059 -0.06381 -0.59920 -0.52738 0.28163 -0.70794 -0.17900 0.14532 -0.06230 -0.22238 0.56872 0.78899 -0.05409 -0.05081 -0.94880 0.85842
217 | 216 0.33026 -0.46950 -0.20028 0.07346 -0.01000 0.83616 -0.37055 0.31208 0.31148 -0.46557 -0.44733 0.37407 0.27796 -1.10966 -0.32965 -0.81947 0.02127 0.04203 0.36261 -0.66621
218 | 217 0.17717 0.01426 -0.09798 -0.06947 -0.20894 -0.77343 -0.75985 -0.05077 -0.59541 0.53876 0.26271 -0.84314 -0.36151 0.15518 0.84278 0.26087 0.34453 -0.27367 0.77243 -0.28409
219 | 218 -0.13823 -0.52135 1.07293 -0.58709 -0.18645 -0.68711 -0.45063 -0.10235 -0.14934 0.28374 0.53206 -0.03239 0.74493 0.57417 0.07506 -0.63694 0.15763 -0.06132 -0.22166 0.55535
220 | 219 -0.49721 -0.18952 0.13623 -0.46379 0.74056 -0.30013 -0.27721 -0.74505 0.23478 0.29642 -0.50194 0.23622 0.76236 -0.12847 -0.27944 -0.10066 -0.10807 0.40575 -0.47138 -0.17097
221 | 220 0.05575 -0.00413 0.05026 -0.38003 -0.34462 0.12982 0.62158 0.74669 0.31496 0.36139 -0.52499 -0.30039 0.37491 0.35253 -0.49116 -0.40433 -0.55469 0.28731 0.61095 -0.15685
222 | 221 -0.05880 -0.15638 0.55763 -0.61285 0.59116 -0.52915 -0.15754 -0.61194 -0.75839 0.76151 -0.14860 0.10974 -0.82523 0.56012 0.09273 -0.16860 -0.30709 0.49036 0.16595 -0.48741
223 | 222 -0.01682 -0.07694 -0.06271 -0.09527 0.49904 0.65827 -0.63584 -0.48059 0.07037 -0.17107 -0.69076 -0.61183 0.82954 0.10864 0.70223 0.85172 -0.39831 -0.08215 -0.01539 -0.36596
224 | 223 0.28858 -0.37256 0.27820 0.44270 0.17235 0.68513 -0.36754 0.37160 0.55600 -0.43596 -0.08182 -0.16561 -0.28502 0.64595 -0.18357 -0.42366 0.54188 -0.76901 0.06516 -0.22900
225 | 224 -0.90167 0.77279 -0.27552 -0.32989 0.45210 0.78137 -0.25413 0.49001 -0.54090 -0.63419 -0.27940 -0.00204 -0.13161 -0.48540 -0.22836 0.28788 0.35303 -0.00013 -0.80493 -0.03677
226 | 225 -0.11806 -0.27691 -0.59308 -0.46799 -0.01619 0.13157 0.21258 -1.24705 -0.07715 -0.65890 -0.02481 0.39535 0.01734 0.33796 -0.04566 0.58502 0.06831 0.66641 -0.92728 0.66124
227 | 226 -0.10278 -0.28209 -0.00851 0.07279 0.61362 -0.09588 -0.62592 0.87583 0.72986 0.00538 0.10005 -0.25290 0.23933 -0.08055 -0.87514 -0.60194 -0.53506 -0.45073 -0.40397 0.75638
228 | 227 -0.04190 -0.27140 -0.00060 0.05215 0.61192 -0.09464 -0.58763 0.86477 0.73779 0.01275 0.09902 -0.21725 0.27415 -0.10709 -0.87794 -0.58918 -0.52540 -0.46670 -0.41156 0.76915
229 | 228 -0.17683 -0.76247 -0.45747 -0.27125 -0.14295 0.02773 -0.19353 -0.93250 0.08424 -0.64863 -0.31630 0.12273 0.14571 -0.00836 0.49988 0.58745 0.31252 -0.07010 -0.87039 1.12138
230 | 229 -0.28444 -0.00131 0.46638 0.74689 -0.50176 0.16682 0.17765 0.02314 0.11778 0.26587 0.57471 -0.62820 0.73122 0.30205 -0.28865 0.25633 0.73213 -0.33585 0.57641 -0.89956
231 | 230 -0.31615 -0.04696 0.46635 0.74527 -0.49641 0.19801 0.18173 -0.00517 0.15387 0.26433 0.59561 -0.64799 0.78065 0.30206 -0.26441 0.26491 0.71836 -0.30327 0.55280 -0.89906
232 | 231 -0.76608 -0.10169 -0.45046 -1.07622 0.69383 0.26176 0.37837 0.48125 0.02730 0.21804 0.09096 -0.60353 -0.11727 -0.39204 0.11386 0.45601 -0.11903 -0.56547 0.31142 0.48419
233 | 232 -0.80196 -0.20021 -0.47873 -1.08597 0.77321 0.27398 0.43959 0.55984 0.06076 0.23588 0.24484 -0.53507 -0.11368 -0.45082 0.16607 0.32896 -0.11789 -0.48361 0.28946 0.50707
234 | 233 -0.50142 0.74134 -0.84797 0.30463 0.22023 0.17471 0.40108 0.36845 -0.96835 0.20513 0.08172 -0.36011 -0.37999 0.21401 -0.33995 -0.82701 -0.18047 -0.14391 0.26857 0.49083
235 | 234 0.04761 0.15369 0.04624 0.06303 0.14278 0.05969 0.05767 -0.02868 0.14342 0.08471 0.00634 0.05985 0.04629 -0.11011 -0.06998 0.04605 0.08970 -0.08061 -0.12294 0.04627
236 | 235 -0.02561 -0.10550 -0.14160 0.04368 0.04198 0.10202 0.02840 0.07454 0.03650 0.04018 0.06549 -0.03119 -0.10532 -0.05216 0.00995 0.04258 -0.02209 0.05305 0.00125 0.02401
237 | 236 0.08872 0.03869 -0.03709 0.07117 -0.12710 -0.04975 0.09242 -0.14488 -0.13855 0.03821 0.11192 -0.03274 0.06017 -0.10648 -0.07652 -0.11189 -0.00717 -0.05827 -0.03461 0.04720
238 | 237 -0.58548 0.43694 -0.12642 -0.32372 -0.89014 -0.32560 0.06206 0.12972 0.53839 -0.48646 0.86541 0.20737 0.13444 -0.30004 1.18949 -0.06574 -0.05231 0.67864 0.49461 -0.05809
239 | 238 0.01628 0.04199 0.95694 0.74485 -0.10749 0.27682 0.35894 0.42299 -0.74393 0.46636 -0.34779 0.48848 -0.33246 -0.65300 -0.55746 0.57507 0.01014 0.46651 0.59661 -0.16621
240 | 239 0.96230 -0.40775 0.42500 0.19886 0.37342 0.06422 0.51712 0.40031 -0.04069 -0.37138 0.14595 0.26366 0.22528 0.18824 0.60445 -1.20803 0.65621 -0.40847 0.61851 -0.29721
241 | 240 -0.21753 -0.11810 0.30250 0.08216 -0.38587 -0.31204 0.00343 0.69997 -0.42942 0.15125 -0.39204 0.80543 -0.64459 0.48165 -0.50849 -0.38896 0.12913 -0.46943 -0.78925 -0.87807
242 | 241 -0.75628 -0.20363 -0.56267 -1.15586 0.72322 0.27441 0.40973 0.52771 -0.03817 0.13177 0.34111 -0.57563 -0.17122 -0.35496 0.21547 0.29062 -0.16042 -0.44515 0.32153 0.40924
243 | 242 -0.03910 -0.58051 -0.19373 -0.24048 -0.10125 0.08783 -0.21187 -0.71523 -0.02066 -0.62470 -0.04209 0.07118 -0.32508 0.32078 0.21652 0.62167 0.42883 0.02821 -1.03048 1.20797
244 | 243 -0.14646 0.40845 0.01628 0.12945 -0.18301 0.48819 -0.14525 0.13317 0.07548 0.85891 0.16098 0.55659 0.91317 0.32671 0.34272 0.74324 -0.12878 -0.24956 -0.21443 0.27951
245 | 244 0.98359 0.03129 0.07972 0.30595 -0.43438 -0.10728 0.66639 0.08545 -0.00625 -0.68577 -0.84898 -0.09047 -0.37433 -0.47012 -0.35428 0.69700 0.18857 0.00915 -0.80521 0.38898
246 | 245 0.42386 0.90058 0.44038 -0.06887 -0.71818 -0.20249 -0.24833 0.62177 0.82958 0.35672 0.55061 -0.13373 -0.39901 -0.10198 -0.01692 0.18147 -0.12255 -0.38954 -0.66982 0.51673
247 | 246 -0.22373 -0.08870 0.27910 0.09070 -0.41376 -0.29466 0.04124 0.64919 -0.36274 0.17901 -0.34773 0.80048 -0.63875 0.44061 -0.55820 -0.31623 0.03322 -0.56363 -0.69880 -0.83513
248 | 247 -0.33239 -0.04373 0.47107 0.70738 -0.46413 0.22060 0.17700 0.02275 0.14103 0.27667 0.57546 -0.60297 0.80115 0.27710 -0.25481 0.26707 0.74514 -0.33842 0.55668 -0.88749
249 | 248 -0.54828 -0.82536 -0.16208 -0.06849 0.14487 -0.23638 -0.53797 -0.36275 0.30887 -0.50628 -0.15334 -0.05799 -0.14813 -0.49002 0.64182 0.83066 -0.11471 -0.16528 -0.76856 0.73634
250 | 249 -0.51658 0.47171 0.44018 -0.51137 -0.71940 0.75738 0.30166 -0.26721 0.60044 -0.14335 0.52644 0.09486 0.10618 -0.35259 1.08860 -0.05823 -0.27194 0.69593 0.37746 -0.16981
251 | 250 -0.18062 -0.10187 0.25268 0.10110 -0.45787 -0.27734 -0.04893 0.69448 -0.48760 0.24496 -0.33982 0.73382 -0.61147 0.45497 -0.55552 -0.28975 0.07492 -0.61500 -0.70745 -0.88367
252 | 251 -0.01341 -0.44153 0.38072 -0.33170 -0.36811 0.00073 0.40794 0.33778 -0.16264 0.41154 -0.92579 -0.54591 0.54550 -0.11829 0.40758 -0.20670 -0.03118 0.86691 0.54121 0.86554
253 | 252 -0.00728 -0.45282 0.39480 -0.32717 -0.37146 -0.00539 0.41817 0.32899 -0.17805 0.41148 -0.93893 -0.55300 0.54731 -0.11421 0.41513 -0.20155 -0.02877 0.88248 0.53742 0.87458
254 | 253 -0.33454 -0.04970 0.37688 -0.53037 0.00102 0.13209 0.15033 -0.38566 0.36165 0.38670 0.14585 -0.79935 -0.54019 0.62572 0.39583 0.73072 0.28736 0.32453 -0.26733 -0.27507
255 | 254 -0.77179 -0.40619 -0.43168 -1.11968 0.83211 0.19973 0.20991 0.83898 0.16737 0.06235 0.47037 -0.46582 -0.22541 -0.63439 0.19817 -0.05913 0.21413 -0.24577 0.13033 0.42699
256 | 255 -0.53817 -0.01419 -0.58590 -1.21049 0.76379 0.14090 0.47505 0.36889 0.10683 0.22355 0.17533 -0.54169 -0.08161 -0.47727 0.14088 0.50403 -0.20757 -0.61635 0.27067 0.33764
257 | 256 0.46966 -0.25014 -0.27503 -0.15776 0.73876 -0.19852 -0.02852 -0.06046 -0.68788 0.75682 0.32424 -0.43333 -0.24042 0.24039 0.27461 0.35800 0.29788 -0.45579 -0.55831 -0.27018
258 | 257 -0.20693 -0.03112 0.31370 0.13822 -0.37990 -0.24202 -0.10346 0.70362 -0.31587 0.15490 -0.31807 0.83694 -0.70790 0.43160 -0.58943 -0.38972 0.01847 -0.48353 -0.81100 -0.87781
259 | 258 0.77917 0.81345 0.06506 -0.35704 0.61194 0.26612 -0.23863 -0.11552 0.03435 0.40194 0.42518 -0.11230 -0.29333 -0.59403 -0.41473 0.04342 -0.00567 -0.34456 0.57657 -0.15375
260 | 259 -0.77241 0.06746 0.53776 0.41810 0.04235 -0.29944 0.06728 -0.23140 0.81953 -0.01832 0.09032 -0.03669 -0.66577 -0.31464 -0.24331 0.32576 -0.39009 0.87759 -0.12804 0.17381
261 | 260 -0.08410 -0.77386 0.07156 -0.50810 0.21301 0.28335 -0.26705 -0.72325 -1.01284 -0.07356 0.34483 -0.28962 -0.38781 0.06162 -0.76579 -0.20280 -0.78975 0.07274 0.59163 -0.16523
262 | 261 -0.65085 0.79785 -0.16458 -0.31875 -0.19282 0.24068 -0.09416 -0.29318 -0.65649 0.12612 -0.75834 -0.11908 -0.56617 0.41901 -0.31945 0.12849 -0.51469 0.12446 -0.00983 0.13839
263 | 262 0.31023 -0.80882 0.11273 -0.52229 -0.52159 0.53748 -0.68103 -0.19518 0.16373 0.49088 -0.14469 -0.25323 0.05253 -0.10338 0.57959 0.09432 0.10424 -0.67618 0.13954 0.27866
264 | 263 0.99010 -0.02343 0.06884 0.28437 -0.38066 -0.11249 0.70571 0.08359 -0.04680 -0.70608 -0.82106 -0.07882 -0.39870 -0.46544 -0.40069 0.70598 0.11929 0.02374 -0.78070 0.35502
265 | 264 -0.40883 -0.02751 -0.37722 0.43948 0.19571 0.35341 0.01633 0.13060 -0.24571 -0.53303 0.69277 -0.13069 0.20757 -0.71095 -0.68585 0.41152 0.20685 -0.49219 0.23970 0.49292
266 | 265 -0.28496 -0.64763 -0.05189 0.11375 -0.26426 0.07069 -0.10695 0.52190 -0.79918 -0.24138 -0.33913 -0.66912 -0.23628 0.11327 -0.21406 -0.36740 0.87401 -0.37709 0.03368 0.43376
267 | 266 -0.15982 -0.22736 -0.37840 -0.26130 -0.15307 -0.06098 0.33093 -1.19910 -0.03206 -0.59692 -0.24706 0.26771 0.09890 0.35570 -0.21547 0.54612 -0.07460 0.84185 -0.81555 0.67227
268 | 267 0.63568 -0.06126 0.02713 0.04353 0.14090 0.72269 0.84899 0.02149 0.08785 -0.31114 0.33785 -0.26242 0.90943 -0.15163 -0.22804 0.61422 -0.10679 -0.08702 -0.62351 -0.23154
269 | 268 -0.54269 -0.85920 -0.15770 -0.09372 0.12274 -0.26895 -0.53120 -0.44887 0.25932 -0.50859 -0.08731 -0.00792 -0.23508 -0.50183 0.65006 0.84569 -0.07615 -0.16771 -0.82733 0.66292
270 | 269 -0.76177 0.52148 0.17937 -0.29992 -1.01399 0.34687 0.60788 -0.31834 0.37793 -0.07060 0.46516 0.03265 0.10243 -0.16895 0.88407 -0.22170 -0.50016 0.68713 0.65552 -0.20814
271 | 270 0.61604 0.42554 0.02536 -0.11004 -0.14944 0.76389 0.14778 -0.53052 0.47521 0.73707 -0.05589 0.50241 -0.06302 -0.27623 -0.15357 -0.95292 -0.70914 0.26635 0.20281 -0.69712
272 | 271 -0.03879 -0.15800 0.56880 -0.63480 0.60660 -0.55111 -0.12504 -0.62900 -0.77636 0.75638 -0.12291 0.11976 -0.84315 0.57496 0.13308 -0.18309 -0.30166 0.50673 0.18921 -0.48653
273 | 272 0.05293 0.50812 -0.70924 0.76013 0.44971 -0.73418 -0.39477 -0.34429 0.54208 0.14763 -0.13929 0.44287 -0.27701 0.32814 0.04854 0.34753 -0.42588 0.12994 -0.05259 -0.30146
274 | 273 -0.11786 0.52863 0.42527 0.07768 -0.42161 -0.69866 -0.30845 0.13675 0.32426 -0.50080 0.14399 -0.67115 -0.51603 -0.62594 0.22419 0.20905 0.06007 0.43701 -0.00131 -0.67513
275 | 274 -0.21985 -0.74798 0.06576 -0.39499 0.13920 0.16328 -0.26408 -0.64515 -0.99911 -0.11145 0.41748 -0.10766 -0.32045 0.07380 -0.72541 -0.16667 -1.04600 0.24116 0.55200 -0.29320
276 | 275 -0.11721 -0.15181 0.23638 0.23099 0.46465 0.13287 0.94644 0.27950 -0.32802 0.37763 -0.51883 0.51663 0.62730 -0.55568 -0.89292 -0.27850 0.43545 0.76887 -0.09382 0.04101
277 | 276 0.33361 -0.29024 0.84759 0.51013 0.12173 -0.50604 0.33487 0.21011 -0.13200 0.41261 -0.17306 0.13727 0.43444 -0.38926 -0.57852 -0.38945 0.72778 -0.05392 0.55601 -0.32567
278 | 277 -0.48958 0.08089 -0.32476 0.28867 0.31091 -0.24387 -0.53780 -0.27941 -0.05328 -0.12523 -0.65558 -0.54249 0.34701 0.18106 -0.57469 -0.19556 -0.60852 -0.83289 0.24206 0.13877
279 | 278 0.45456 0.98022 0.43722 0.43616 0.99670 0.42868 -0.36505 -0.15313 0.33069 -0.48919 0.06530 -0.28678 -0.68774 0.20305 -0.24901 0.19278 -0.29904 -0.59016 0.62174 0.14710
280 | 279 -0.04503 -0.08071 -0.58511 0.67582 0.02526 -0.02681 -0.08859 -0.62245 -0.88701 -0.09451 0.41069 0.10436 0.20575 0.50225 -0.13579 0.35908 -0.24221 -0.53431 -0.53613 -0.29206
281 | 280 0.09233 0.11393 -0.18533 0.77138 0.36940 0.19537 0.48109 -0.22901 0.37383 -0.38378 -0.49225 -0.41481 0.43485 0.61709 -0.30546 0.26208 0.60073 0.59216 -0.47400 0.14426
282 | 281 0.05491 -0.12665 0.64009 -0.21617 0.72607 0.85236 0.58276 0.04828 0.08529 -0.03032 0.71969 0.27922 -0.89491 -0.06966 -0.56433 -0.57369 -0.01870 -0.05608 -0.15811 0.65272
283 | 282 -0.20171 -0.69632 0.03993 -0.39087 0.12867 0.15188 -0.24178 -0.68000 -1.00487 -0.10036 0.44399 -0.12366 -0.32481 0.04474 -0.76878 -0.19723 -0.98369 0.19234 0.54487 -0.29684
284 | 283 0.43889 0.96577 0.47031 -0.06859 -0.73194 -0.18951 -0.28340 0.65291 0.88518 0.37538 0.58295 -0.14415 -0.43997 -0.12608 -0.02726 0.21682 -0.14873 -0.38746 -0.67671 0.52936
285 | 284 0.04632 -0.12965 0.64083 -0.21313 0.71980 0.84032 0.56265 0.05660 0.08321 -0.00741 0.71417 0.26461 -0.88646 -0.07275 -0.55677 -0.55994 -0.01991 -0.04752 -0.15884 0.63328
286 | 285 -0.81050 -0.40762 -0.07288 0.65165 0.33748 -0.06029 -0.15208 -0.43350 0.60326 -0.13908 -0.09242 -0.00106 -0.21805 -0.53619 -0.31888 0.35286 -0.10331 -0.69604 0.12287 -0.54119
287 | 286 0.17645 0.61780 0.59714 -0.62848 -0.06913 0.28732 0.33325 0.31230 -0.11720 0.29813 0.64109 -0.79805 -0.54859 -0.12582 -0.99138 0.51095 -0.06024 0.57366 0.24520 0.15301
288 | 287 0.11368 -0.39992 -0.69497 -0.01531 0.42988 -0.25205 -0.53149 0.23718 0.85645 0.38493 -0.85424 -0.76572 -0.32510 0.30449 -0.78669 0.24218 -0.18295 0.53912 -0.08357 -0.19516
289 | 288 -0.48384 0.02014 -0.41565 -0.29359 0.35065 0.15139 0.45237 0.43505 -0.42035 0.11920 -0.08636 -0.24475 0.62975 -0.22113 0.16112 -0.82024 -0.05998 0.70171 -0.91640 -0.78678
290 | 289 -0.15896 0.22571 -0.18626 -0.29332 -0.42147 -0.86391 -0.37534 0.10974 0.75389 -0.22819 0.86925 0.48121 -0.11502 -0.58150 1.04981 -0.26921 0.32981 0.41617 0.46974 0.03756
291 | 290 1.02339 -0.02659 -0.21514 -0.70649 0.65662 -0.27304 -0.01104 0.28874 -0.26655 0.13973 -0.55312 -0.66366 -0.40785 -0.34218 0.13329 -0.40741 0.28459 0.20977 -0.14887 -0.21161
292 | 291 0.01230 -0.10040 -0.08517 -0.07529 0.47955 0.62807 -0.62247 -0.52554 0.10077 -0.13831 -0.66606 -0.65755 0.86173 0.10142 0.69948 0.87517 -0.38199 -0.08234 -0.00629 -0.36899
293 | 292 -0.34043 0.71513 -0.34699 -0.79881 -0.24938 0.17565 -0.07785 0.32245 -0.01852 -0.07311 0.67547 -0.16497 0.01975 -0.40128 -0.83353 0.33557 0.41002 -0.14156 0.19215 -1.16656
294 | 293 0.35603 -0.12292 0.28873 0.08878 -0.09928 -0.07237 0.41943 0.97189 0.21871 0.05130 -0.19461 0.85345 0.03179 -0.72189 -0.43999 0.44801 -0.54314 0.09434 0.21085 0.19133
295 | 294 0.18304 0.13778 0.03862 0.14694 -0.00615 -0.07037 -0.00099 -0.13147 0.14234 0.14570 0.03623 0.08803 0.09091 -0.09270 0.04582 -0.05303 -0.00474 0.09567 -0.07468 0.05733
296 | 295 0.07189 -0.41371 -0.74696 -0.03370 0.44934 -0.24928 -0.48517 0.26844 0.83684 0.41588 -0.85670 -0.71063 -0.27795 0.24245 -0.77867 0.21386 -0.18255 0.52787 -0.10172 -0.18378
297 | 296 -0.53188 -0.04692 -0.00809 0.00066 0.00573 0.08169 -0.75643 -0.42312 0.05919 -0.33950 -0.13734 -0.78153 0.46592 0.31845 -0.51422 -0.66174 -0.13653 0.19584 0.54308 -0.46490
298 | 297 0.86639 -0.13962 0.29047 0.32676 0.56905 0.13492 0.63605 0.40770 -0.05595 -0.22937 0.14203 0.35531 0.16806 0.11496 0.65702 -1.16435 0.56710 -0.42196 0.63177 -0.22794
299 | 298 0.05915 -0.72608 -0.50965 -0.33840 -0.14212 -0.00062 -0.17357 -0.98880 -0.08729 -0.69130 -0.28143 0.13038 0.13748 0.13954 0.43033 0.40564 0.32003 -0.10777 -0.81647 1.04652
300 | 299 0.72991 0.26200 0.16090 0.64277 -0.30358 -0.28121 -0.63180 0.29323 0.20518 0.59516 -0.57391 0.06032 0.11745 0.04436 0.00431 0.88712 0.92156 -0.02465 0.32789 -0.72797
301 | 300 0.92675 0.22641 -0.07028 0.18350 -0.33707 -0.08514 0.83791 0.16361 -0.09127 -0.70648 -0.77618 -0.01028 -0.36124 -0.53517 -0.31038 0.70641 0.23349 0.03162 -0.77872 0.36834
302 | 301 0.07458 0.03667 -0.28520 0.53934 -0.56769 0.30522 0.33981 0.50482 0.28653 0.39361 -0.30661 -0.34614 -0.54459 -0.21052 0.06979 0.01748 -0.11195 0.99852 0.68507 0.34985
303 | 302 0.98133 0.10536 -0.00583 0.20908 -0.38636 -0.13931 0.73341 0.09201 -0.01900 -0.71012 -0.79393 -0.06497 -0.29164 -0.49161 -0.35328 0.73956 0.14452 -0.00831 -0.75669 0.34022
304 | 303 0.32088 0.12337 0.71489 -0.65003 -0.26665 0.35152 0.24422 0.07707 -0.14406 -0.39509 -0.64302 0.85832 0.02445 -0.12226 -0.34668 -0.18258 0.71259 -0.30529 0.38937 -0.09146
305 | 304 -0.37230 0.36777 -0.74414 -0.52843 -0.08918 -0.04997 0.11771 0.05097 0.54299 0.43792 -0.55287 -0.12464 0.54773 0.05528 0.13686 -0.24963 -0.63235 -0.74438 -0.09849 0.07801
306 | 305 -0.25464 -0.48725 0.72792 0.12136 -0.23622 -0.59255 -0.08306 0.03901 0.14074 -0.98073 0.12700 0.47450 -0.19117 0.48377 -0.51235 -0.00681 0.12354 -0.38777 -0.03647 0.32419
307 | 306 0.88646 0.44461 -0.42321 0.11313 -0.34670 0.75154 -0.01673 0.52267 -0.44615 -0.60091 0.17338 -0.47407 0.32268 -0.22283 -0.43323 -0.26939 -0.31697 -0.03995 0.04387 -0.04179
308 | 307 -0.51027 -0.40570 -0.87865 -0.39993 -0.52919 0.33815 -0.02096 0.01168 0.69360 0.70401 0.02513 0.16803 0.22599 0.41749 -0.67633 0.01878 0.16559 0.90422 0.14534 0.53742
309 | 308 -0.02830 -0.36024 -0.06382 0.04732 0.56921 -0.13249 -0.56853 0.86524 0.76116 -0.06583 0.16182 -0.24870 0.30616 -0.13411 -0.93201 -0.53917 -0.47126 -0.45878 -0.39632 0.79048
310 | 


--------------------------------------------------------------------------------
/sampled_data/data.xml:
--------------------------------------------------------------------------------
   1 | <?xml version="1.0" encoding="utf-8"?>
   2 | <person>
   3 | 	<personID>7436</personID>
   4 | 	<FullName>Lei Wang</FullName>
   5 | 	<FirstName>null</FirstName>
   6 | 	<LastName>null</LastName>
   7 | 	<publication>
   8 | 		<title>Trust Mechanism in Distributed Access Control Model of P2P Networks</title>
   9 | 		<year>2008</year>
  10 | 		<authors>Lei Wang,Yanqin Zhu,Lanfang Jin,Xizhao Luo</authors>
  11 | 		<jconf>ACIS-ICIS</jconf>
  12 | 		<id>4944</id>
  13 | 		<label>0</label>
  14 | 		<organization>null</organization>
  15 | 	</publication>
  16 | 	<publication>
  17 | 		<title>An Approximate Method for Performance Evaluation of Asynchronous Pipeline Rings</title>
  18 | 		<year>2006</year>
  19 | 		<authors>Lei Wang,Zhiying Wang,Kui Dai</authors>
  20 | 		<jconf>CIT</jconf>
  21 | 		<id>8755</id>
  22 | 		<label>2</label>
  23 | 		<organization>National University of Defense Technology, China</organization>
  24 | 	</publication>
  25 | 	<publication>
  26 | 		<title>A pharmacogenomic study on the polymorphic gene response to risperidone in schizophrenia patients</title>
  27 | 		<year>2008</year>
  28 | 		<authors>Lei Wang,Daniel O'Connor,Ying Wang,Guoyin Feng,Lin He</authors>
  29 | 		<jconf>IEEE ICCI</jconf>
  30 | 		<id>9412</id>
  31 | 		<label>3</label>
  32 | 		<organization>null</organization>
  33 | 	</publication>
  34 | 	<publication>
  35 | 		<title>TengYue-1TengYue: In Chinese means jump over.: A High Performance Embedded SoC</title>
  36 | 		<year>2004</year>
  37 | 		<authors>Lei Wang,Hongyi Lu,Kui Dai,Zhiying Wang</authors>
  38 | 		<jconf>Asia-Pacific Computer Systems Architecture Conference</jconf>
  39 | 		<id>11549</id>
  40 | 		<label>2</label>
  41 | 		<organization>null</organization>
  42 | 	</publication>
  43 | 	<publication>
  44 | 		<title>Cycle Period Analysis and Optimization of Timed Circuits</title>
  45 | 		<year>2006</year>
  46 | 		<authors>Lei Wang,Zhiying Wang,Kui Dai</authors>
  47 | 		<jconf>Asia-Pacific Computer Systems Architecture Conference</jconf>
  48 | 		<id>11550</id>
  49 | 		<label>2</label>
  50 | 		<organization>null</organization>
  51 | 	</publication>
  52 | 	<publication>
  53 | 		<title>Feature Subset Selection for Multi-class SVM Based Image Classification</title>
  54 | 		<year>2007</year>
  55 | 		<authors>Lei Wang</authors>
  56 | 		<jconf>ACCV (2)</jconf>
  57 | 		<id>18333</id>
  58 | 		<label>5</label>
  59 | 		<organization>null</organization>
  60 | 	</publication>
  61 | 	<publication>
  62 | 		<title>Where's the Weet-Bix?</title>
  63 | 		<year>2007</year>
  64 | 		<authors>Yuhang Zhang,Lei Wang,Richard I. Hartley,Hongdong Li</authors>
  65 | 		<jconf>ACCV (1)</jconf>
  66 | 		<id>18367</id>
  67 | 		<label>5</label>
  68 | 		<organization>null</organization>
  69 | 	</publication>
  70 | 	<publication>
  71 | 		<title>Recognizing Chinese Proper Nouns with Transformation-Based Learning and Ontology</title>
  72 | 		<year>2007</year>
  73 | 		<authors>Peifeng Li,Qiaoming Zhu,Lei Wang</authors>
  74 | 		<jconf>AI*IA</jconf>
  75 | 		<id>33972</id>
  76 | 		<label>7</label>
  77 | 		<organization>School of Computer Science & Technology, Soochow University, Suzhou, 215006, China</organization>
  78 | 	</publication>
  79 | 	<publication>
  80 | 		<title>An Optimal Design Method for De-synchronous Circuit Based on Control Graph</title>
  81 | 		<year>2007</year>
  82 | 		<authors>Gang Jin,Lei Wang,Zhiying Wang,Kui Dai</authors>
  83 | 		<jconf>APPT</jconf>
  84 | 		<id>46939</id>
  85 | 		<label>2</label>
  86 | 		<organization>null</organization>
  87 | 	</publication>
  88 | 	<publication>
  89 | 		<title>Function Call Flow based Fitness Function Design in Evolutionary Testing</title>
  90 | 		<year>2007</year>
  91 | 		<authors>Xiyang Liu,Miao Zhang,Zhiwen Bai,Lei Wang,Wen Du,Yan Wang</authors>
  92 | 		<jconf>APSEC</jconf>
  93 | 		<id>47780</id>
  94 | 		<label>9</label>
  95 | 		<organization>null</organization>
  96 | 	</publication>
  97 | 	<publication>
  98 | 		<title>WISE: A Prototype for Ontology Driven Development of Web Information Systems</title>
  99 | 		<year>2006</year>
 100 | 		<authors>Lv-an Tang,Hongyan Li,Baojun Qiu,Meimei Li,Jianjun Wang,Lei Wang,Bin Zhou,Dongqing Yang,Shiwei Tang</authors>
 101 | 		<jconf>APWeb</jconf>
 102 | 		<id>48390</id>
 103 | 		<label>10</label>
 104 | 		<organization>null</organization>
 105 | 	</publication>
 106 | 	<publication>
 107 | 		<title>A Framework for Checking Behavioral Compatibility for Component Selection</title>
 108 | 		<year>2006</year>
 109 | 		<authors>Lei Wang,Padmanabhan Krishnan</authors>
 110 | 		<jconf>ASWEC</jconf>
 111 | 		<id>54808</id>
 112 | 		<label>11</label>
 113 | 		<organization>Bond University Gold Coast, Queensland, Australia</organization>
 114 | 	</publication>
 115 | 	<publication>
 116 | 		<title>Modeling and Simulation for Crosstalk Aggravated by Weak-Bridge Defects between On-Chip Interconnects</title>
 117 | 		<year>2004</year>
 118 | 		<authors>Lei Wang,Sandeep K. Gupta,Melvin A. Breuer</authors>
 119 | 		<jconf>Asian Test Symposium</jconf>
 120 | 		<id>58727</id>
 121 | 		<label>13</label>
 122 | 		<organization>University of Southern California</organization>
 123 | 	</publication>
 124 | 	<publication>
 125 | 		<title>An Efficient Algorithm for the Longest Pattern Subsequence Problem</title>
 126 | 		<year>2008</year>
 127 | 		<authors>Xiaodong Wang,Lei Wang,Yingjie Wu</authors>
 128 | 		<jconf>BIOCOMP</jconf>
 129 | 		<id>65321</id>
 130 | 		<label>14</label>
 131 | 		<organization>null</organization>
 132 | 	</publication>
 133 | 	<publication>
 134 | 		<title>A Framework for Loop Distribution on Limited On-Chip Memory Processors</title>
 135 | 		<year>2000</year>
 136 | 		<authors>Lei Wang,Waibhav Tembe,Santosh Pande</authors>
 137 | 		<jconf>CC</jconf>
 138 | 		<id>81512</id>
 139 | 		<label>15</label>
 140 | 		<organization>null</organization>
 141 | 	</publication>
 142 | 	<publication>
 143 | 		<title>PhoenixG: A Unified Management Framework for Industrial Information Grid</title>
 144 | 		<year>2006</year>
 145 | 		<authors>Jianfeng Zhan,Gengpu Liu,Lei Wang,Bibo Tu,Yi Jin,Yang Li,Yan Hao,Xuehai Hong,Dan Meng,Ninghui Sun</authors>
 146 | 		<jconf>CCGRID</jconf>
 147 | 		<id>83237</id>
 148 | 		<label>16</label>
 149 | 		<organization>Chinese Academy of Science, China</organization>
 150 | 	</publication>
 151 | 	<publication>
 152 | 		<title>Achieving both high precision and high recall in near-duplicate detection</title>
 153 | 		<year>2008</year>
 154 | 		<authors>Lian'en Huang,Lei Wang,Xiaoming Li</authors>
 155 | 		<jconf>CIKM</jconf>
 156 | 		<id>96500</id>
 157 | 		<label>20</label>
 158 | 		<organization>Shenzhen Graduate School of Peking University, Shenzhen, China</organization>
 159 | 	</publication>
 160 | 	<publication>
 161 | 		<title>Facial Features Location by Analytic Boosted Cascade Detector</title>
 162 | 		<year>2005</year>
 163 | 		<authors>Lei Wang,Beiji Zou,Jiaguang Sun</authors>
 164 | 		<jconf>CIS (2)</jconf>
 165 | 		<id>97244</id>
 166 | 		<label>18</label>
 167 | 		<organization>null</organization>
 168 | 	</publication>
 169 | 	<publication>
 170 | 		<title>A layered design methodology of cluster system stack</title>
 171 | 		<year>2007</year>
 172 | 		<authors>Jianfeng Zhan,Lei Wang,Bibo Tu,Zhihong Zhang,Yu Wen,Yuansheng Chen,Wei Zhou,Dan Meng,Ninghui Sun</authors>
 173 | 		<jconf>CLUSTER</jconf>
 174 | 		<id>100291</id>
 175 | 		<label>16</label>
 176 | 		<organization>Key Laboratory of Computer System and Architecture, Institute of Computing Technology, Chinese Academy of Sciences, Beijing 100080, China</organization>
 177 | 	</publication>
 178 | 	<publication>
 179 | 		<title>Optimally Balanced Forward Degree Sequence</title>
 180 | 		<year>2005</year>
 181 | 		<authors>Xiaomin Chen,Mario Szegedy,Lei Wang</authors>
 182 | 		<jconf>COCOON</jconf>
 183 | 		<id>105131</id>
 184 | 		<label>21</label>
 185 | 		<organization>null</organization>
 186 | 	</publication>
 187 | 	<publication>
 188 | 		<title>Worst-Case Response Time Analysis for OSEK/VDX Compliant Real-Time Distributed Control Systems</title>
 189 | 		<year>2004</year>
 190 | 		<authors>Lei Wang,Zhaohui Wu,Mingde Zhao</authors>
 191 | 		<jconf>COMPSAC</jconf>
 192 | 		<id>112321</id>
 193 | 		<label>25</label>
 194 | 		<organization>null</organization>
 195 | 	</publication>
 196 | 	<publication>
 197 | 		<title>An Extended Approach to Improving the Semantic Interoperation Among Reuse Repositories</title>
 198 | 		<year>2005</year>
 199 | 		<authors>Ying Pan,Lei Wang,Lu Zhang,Bing Xie,Fuqing Yang</authors>
 200 | 		<jconf>COMPSAC (1)</jconf>
 201 | 		<id>112543</id>
 202 | 		<label>23</label>
 203 | 		<organization>Deutsche Bank AG</organization>
 204 | 	</publication>
 205 | 	<publication>
 206 | 		<title>A Reliable OS Kernel for Smart Sensors</title>
 207 | 		<year>2004</year>
 208 | 		<authors>Zhaohui Wu,Lei Wang,Kougen Zheng</authors>
 209 | 		<jconf>COMPSAC</jconf>
 210 | 		<id>112997</id>
 211 | 		<label>25</label>
 212 | 		<organization>Coll. of Comput. Sci., Zhejiang Univ., Hangzhou, China</organization>
 213 | 	</publication>
 214 | 	<publication>
 215 | 		<title>Efficient and Secure Authentication Protocols for Mobile VoIP Communications</title>
 216 | 		<year>2006</year>
 217 | 		<authors>Huang-Ju Chen,Jyh-Ming Huang,Lei Wang</authors>
 218 | 		<jconf>Security and Management</jconf>
 219 | 		<id>126287</id>
 220 | 		<label>27</label>
 221 | 		<organization>null</organization>
 222 | 	</publication>
 223 | 	<publication>
 224 | 		<title>Security of MD5 Challenge and Response: Extension of APOP Password Recovery Attack</title>
 225 | 		<year>2008</year>
 226 | 		<authors>Yu Sasaki,Lei Wang,Kazuo Ohta,Noboru Kunihiro</authors>
 227 | 		<jconf>CT-RSA</jconf>
 228 | 		<id>127237</id>
 229 | 		<label>30</label>
 230 | 		<organization>null</organization>
 231 | 	</publication>
 232 | 	<publication>
 233 | 		<title>A Framework of 2D Fisher Discriminant Analysis: Application to Face Recognition with Small Number of Training Samples</title>
 234 | 		<year>2005</year>
 235 | 		<authors>Hui Kong,Lei Wang,Eam Khwang Teoh,Jian-Gang Wang,Ronda Venkateswarlu</authors>
 236 | 		<jconf>CVPR (2)</jconf>
 237 | 		<id>128346</id>
 238 | 		<label>5</label>
 239 | 		<organization>Nanyang Technological University</organization>
 240 | 	</publication>
 241 | 	<publication>
 242 | 		<title>Bootstrapping SVM Active Learning by Incorporating Unlabelled Images for Image Retrieval</title>
 243 | 		<year>2003</year>
 244 | 		<authors>Lei Wang,Kap Luk Chan,Zhihua Zhang</authors>
 245 | 		<jconf>CVPR (1)</jconf>
 246 | 		<id>129348</id>
 247 | 		<label>5</label>
 248 | 		<organization>Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore, Singapore</organization>
 249 | 	</publication>
 250 | 	<publication>
 251 | 		<title>Toward A Discriminative Codebook: Codeword Selection across Multi-resolution</title>
 252 | 		<year>2007</year>
 253 | 		<authors>Lei Wang</authors>
 254 | 		<jconf>CVPR</jconf>
 255 | 		<id>130137</id>
 256 | 		<label>5</label>
 257 | 		<organization>Australian Nat. Univ., Canberra</organization>
 258 | 	</publication>
 259 | 	<publication>
 260 | 		<title>PN-based Security Design for Data Storage</title>
 261 | 		<year>2004</year>
 262 | 		<authors>Lei Wang,Beat Hirsbrunner</authors>
 263 | 		<jconf>Databases and Applications</jconf>
 264 | 		<id>144893</id>
 265 | 		<label>33</label>
 266 | 		<organization>null</organization>
 267 | 	</publication>
 268 | 	<publication>
 269 | 		<title>Auto-Calibration of a Compound-Type Omnidirectional Camera</title>
 270 | 		<year>2005</year>
 271 | 		<authors>Hongdong Li,Richard I. Hartley,Lei Wang</authors>
 272 | 		<jconf>DICTA</jconf>
 273 | 		<id>155521</id>
 274 | 		<label>5</label>
 275 | 		<organization>Australian National University</organization>
 276 | 	</publication>
 277 | 	<publication>
 278 | 		<title>Multi-view Human Motion Capture with an Improved Deformation Skin Model</title>
 279 | 		<year>2008</year>
 280 | 		<authors>Yifan Lu,Lei Wang,Richard Hartley,Hongdong Li,Chunhua Shen</authors>
 281 | 		<jconf>DICTA</jconf>
 282 | 		<id>155707</id>
 283 | 		<label>5</label>
 284 | 		<organization>Dept. of Inf. Eng., ANU, Canberra, ACT</organization>
 285 | 	</publication>
 286 | 	<publication>
 287 | 		<title>Learning Cascaded Reduced-Set SVMs Using Linear Programming</title>
 288 | 		<year>2008</year>
 289 | 		<authors>Junae Kim,Chunhua Shen,Lei Wang</authors>
 290 | 		<jconf>DICTA</jconf>
 291 | 		<id>155823</id>
 292 | 		<label>5</label>
 293 | 		<organization>null</organization>
 294 | 	</publication>
 295 | 	<publication>
 296 | 		<title>A Fast Algorithm for Creating a Compact and Discriminative Visual Codebook</title>
 297 | 		<year>2008</year>
 298 | 		<authors>Lei Wang,Luping Zhou,Chunhua Shen</authors>
 299 | 		<jconf>ECCV (4)</jconf>
 300 | 		<id>169785</id>
 301 | 		<label>5</label>
 302 | 		<organization>null</organization>
 303 | 	</publication>
 304 | 	<publication>
 305 | 		<title>Skew Detection Algorithm for Form Document Based on Elongate Feature</title>
 306 | 		<year>2007</year>
 307 | 		<authors>Feng-ying Xie,Zhi-guo Jiang,Lei Wang</authors>
 308 | 		<jconf>EMMCVPR</jconf>
 309 | 		<id>180994</id>
 310 | 		<label>37</label>
 311 | 		<organization>null</organization>
 312 | 	</publication>
 313 | 	<publication>
 314 | 		<title>Natural Language Specification of Performance Trees</title>
 315 | 		<year>2008</year>
 316 | 		<authors>Lei Wang,Nicholas J. Dingle,William J. Knottenbelt</authors>
 317 | 		<jconf>EPEW</jconf>
 318 | 		<id>182065</id>
 319 | 		<label>35</label>
 320 | 		<organization>Department of Computing, Imperial College London, London, United Kingdom SW7 2BZ</organization>
 321 | 	</publication>
 322 | 	<publication>
 323 | 		<title>New Key-Recovery Attacks on HMAC/NMAC-MD4 and NMAC-MD5</title>
 324 | 		<year>2008</year>
 325 | 		<authors>Lei Wang,Kazuo Ohta,Noboru Kunihiro</authors>
 326 | 		<jconf>EUROCRYPT</jconf>
 327 | 		<id>193597</id>
 328 | 		<label>30</label>
 329 | 		<organization>null</organization>
 330 | 	</publication>
 331 | 	<publication>
 332 | 		<title>New Message Difference for MD4</title>
 333 | 		<year>2007</year>
 334 | 		<authors>Yu Sasaki,Lei Wang,Kazuo Ohta,Noboru Kunihiro</authors>
 335 | 		<jconf>FSE</jconf>
 336 | 		<id>217372</id>
 337 | 		<label>30</label>
 338 | 		<organization>null</organization>
 339 | 	</publication>
 340 | 	<publication>
 341 | 		<title>Feature Extraction Based on the Independent Component Analysis for Text Classification</title>
 342 | 		<year>2008</year>
 343 | 		<authors>Minghan Hu,Shijun Wang,Anhui Wang,Lei Wang</authors>
 344 | 		<jconf>FSKD (2)</jconf>
 345 | 		<id>218286</id>
 346 | 		<label>40</label>
 347 | 		<organization>null</organization>
 348 | 	</publication>
 349 | 	<publication>
 350 | 		<title>Hailstone Detection Based on Image Mining</title>
 351 | 		<year>2008</year>
 352 | 		<authors>Zhiying Lu,Lei Wang,Hongmin Ma,Qimeng Zhang,Huizhen Jia</authors>
 353 | 		<jconf>FSKD (4)</jconf>
 354 | 		<id>218539</id>
 355 | 		<label>38</label>
 356 | 		<organization>null</organization>
 357 | 	</publication>
 358 | 	<publication>
 359 | 		<title>MU-MAQAS: A P2P based Model Updatable Mobile Automatic Q/A System</title>
 360 | 		<year>2008</year>
 361 | 		<authors>Lei Wang</authors>
 362 | 		<jconf>FSKD (5)</jconf>
 363 | 		<id>218632</id>
 364 | 		<label>39</label>
 365 | 		<organization>null</organization>
 366 | 	</publication>
 367 | 	<publication>
 368 | 		<title>A Reconfigurable High Availability Infrastructure in Cluster for Grid</title>
 369 | 		<year>2003</year>
 370 | 		<authors>Wen Gao,Xinyu Liu,Lei Wang,Takashi Nanya</authors>
 371 | 		<jconf>GCC (1)</jconf>
 372 | 		<id>223622</id>
 373 | 		<label>42</label>
 374 | 		<organization>null</organization>
 375 | 	</publication>
 376 | 	<publication>
 377 | 		<title>A Dynamic Quota-Based Peer Selection Strategy in BitTorrent</title>
 378 | 		<year>2007</year>
 379 | 		<authors>Kun Huang,Lei Wang,Dafang Zhang,Yongwei Liu</authors>
 380 | 		<jconf>GCC</jconf>
 381 | 		<id>224479</id>
 382 | 		<label>43</label>
 383 | 		<organization>null</organization>
 384 | 	</publication>
 385 | 	<publication>
 386 | 		<title>Fitness calculation approach for nested if-else construct in evolutionary testing</title>
 387 | 		<year>2007</year>
 388 | 		<authors>Xiyang Liu,Lei Wang,Xiubin Zhu,Zhiwen Bai,Miao Zhang,Hehui Liu</authors>
 389 | 		<jconf>GECCO</jconf>
 390 | 		<id>227590</id>
 391 | 		<label>9</label>
 392 | 		<organization>Xidian University, Xi'an, China</organization>
 393 | 	</publication>
 394 | 	<publication>
 395 | 		<title>A practical approach to modeling skin effect in on-chip interconnects</title>
 396 | 		<year>2004</year>
 397 | 		<authors>Bhaskar Mukherjee,Lei Wang,Andrea Pacelli</authors>
 398 | 		<jconf>ACM Great Lakes Symposium on VLSI</jconf>
 399 | 		<id>234091</id>
 400 | 		<label>41</label>
 401 | 		<organization>Stony Brook University, Stony Brook, NY</organization>
 402 | 	</publication>
 403 | 	<publication>
 404 | 		<title>A Novel Neural Network Based on Immunity</title>
 405 | 		<year>2002</year>
 406 | 		<authors>Lei Wang,Michele Courant</authors>
 407 | 		<jconf>IC-AI</jconf>
 408 | 		<id>265762</id>
 409 | 		<label>45</label>
 410 | 		<organization>null</organization>
 411 | 	</publication>
 412 | 	<publication>
 413 | 		<title>A Service Oriented Implementation of Distributed Status Monitoring and Fault Diagnosis Systems</title>
 414 | 		<year>2005</year>
 415 | 		<authors>Lei Wang,Peiyu Li,Zhaohui Wu,Shangjian Chen</authors>
 416 | 		<jconf>International Conference on Computational Science (1)</jconf>
 417 | 		<id>280407</id>
 418 | 		<label>25</label>
 419 | 		<organization>null</organization>
 420 | 	</publication>
 421 | 	<publication>
 422 | 		<title>Exploiting soft redundancy for error-resilient on-chip memory design</title>
 423 | 		<year>2006</year>
 424 | 		<authors>Shuo Wang,Lei Wang</authors>
 425 | 		<jconf>ICCAD</jconf>
 426 | 		<id>283588</id>
 427 | 		<label>44</label>
 428 | 		<organization>University of Connecticut, Storrs, CT</organization>
 429 | 	</publication>
 430 | 	<publication>
 431 | 		<title>Error-tolerance memory Microarchitecture via Dynamic Multithreading</title>
 432 | 		<year>2005</year>
 433 | 		<authors>Lei Wang</authors>
 434 | 		<jconf>ICCD</jconf>
 435 | 		<id>286937</id>
 436 | 		<label>44</label>
 437 | 		<organization>Dept. of Electrical and Computer Engineering University of Connecticut</organization>
 438 | 	</publication>
 439 | 	<publication>
 440 | 		<title>Joint Performance Improvement and Error Tolerance for Memory Design Based on Soft Indexing</title>
 441 | 		<year>2006</year>
 442 | 		<authors>Shuo Wang,Lei Wang</authors>
 443 | 		<jconf>ICCD</jconf>
 444 | 		<id>287063</id>
 445 | 		<label>44</label>
 446 | 		<organization>Connecticut Univ., Storrs</organization>
 447 | 	</publication>
 448 | 	<publication>
 449 | 		<title>Making register file resistant to power analysis attacks</title>
 450 | 		<year>2008</year>
 451 | 		<authors>Shuo Wang,Fan Zhang,Jianwei Dai,Lei Wang,Zhijie Jerry Shi</authors>
 452 | 		<jconf>ICCD</jconf>
 453 | 		<id>287290</id>
 454 | 		<label>44</label>
 455 | 		<organization>null</organization>
 456 | 	</publication>
 457 | 	<publication>
 458 | 		<title>DNA-Based Algorithm for 0-1 Planning Problem</title>
 459 | 		<year>2005</year>
 460 | 		<authors>Lei Wang,Zhiping P. Chen,Xinhua H. Jiang</authors>
 461 | 		<jconf>ICCSA (4)</jconf>
 462 | 		<id>292145</id>
 463 | 		<label>47</label>
 464 | 		<organization>null</organization>
 465 | 	</publication>
 466 | 	<publication>
 467 | 		<title>Retrieval with Knowledge-driven Kernel Design: An Approach to Improving SVM-Based CBIR with Relevance Feedback</title>
 468 | 		<year>2005</year>
 469 | 		<authors>Lei Wang,Yan Gao,Kap Luk Chan,Ping Xue,Wei-Yun Yau</authors>
 470 | 		<jconf>ICCV</jconf>
 471 | 		<id>293846</id>
 472 | 		<label>5</label>
 473 | 		<organization>Nanyang Technological University</organization>
 474 | 	</publication>
 475 | 	<publication>
 476 | 		<title>Supporting Partial Component Matching</title>
 477 | 		<year>2004</year>
 478 | 		<authors>Padmanabhan Krishnan,Lei Wang</authors>
 479 | 		<jconf>ICDCIT</jconf>
 480 | 		<id>296109</id>
 481 | 		<label>11</label>
 482 | 		<organization>null</organization>
 483 | 	</publication>
 484 | 	<publication>
 485 | 		<title>An Immune Neural Network Used for Classification</title>
 486 | 		<year>2001</year>
 487 | 		<authors>Lei Wang,Licheng Jiao</authors>
 488 | 		<jconf>ICDM</jconf>
 489 | 		<id>302972</id>
 490 | 		<label>49</label>
 491 | 		<organization>null</organization>
 492 | 	</publication>
 493 | 	<publication>
 494 | 		<title>An Approach to Provisioning E-Commerce Applications with Commercial Components</title>
 495 | 		<year>2006</year>
 496 | 		<authors>Lei Wang,Padmanabhan Krishnan</authors>
 497 | 		<jconf>ICEBE</jconf>
 498 | 		<id>304776</id>
 499 | 		<label>11</label>
 500 | 		<organization>Bond University, Queensland, Australia</organization>
 501 | 	</publication>
 502 | 	<publication>
 503 | 		<title>Ringed Petersen Spheres Connected Hypercube Interconnection Networks</title>
 504 | 		<year>2005</year>
 505 | 		<authors>Lei Wang,Zhiping P. Chen,Xinhua H. Jiang</authors>
 506 | 		<jconf>ICECCS</jconf>
 507 | 		<id>305579</id>
 508 | 		<label>47</label>
 509 | 		<organization>null</organization>
 510 | 	</publication>
 511 | 	<publication>
 512 | 		<title>An OSEK COM Compliant Communication Model for Smart Vehicle Environment</title>
 513 | 		<year>2005</year>
 514 | 		<authors>Guoqing Yang,Minde Zhao,Lei Wang,Zhaohui Wu</authors>
 515 | 		<jconf>ICESS</jconf>
 516 | 		<id>308999</id>
 517 | 		<label>25</label>
 518 | 		<organization>null</organization>
 519 | 	</publication>
 520 | 	<publication>
 521 | 		<title>SmartOSEK: A Real-Time Operating System for Automotive Electronics</title>
 522 | 		<year>2004</year>
 523 | 		<authors>Mingde Zhao,Zhaohui Wu,Guoqing Yang,Lei Wang,Wei Chen</authors>
 524 | 		<jconf>ICESS</jconf>
 525 | 		<id>309021</id>
 526 | 		<label>25</label>
 527 | 		<organization>null</organization>
 528 | 	</publication>
 529 | 	<publication>
 530 | 		<title>Image Segmentation by a Robust Clustering Algorithm Using Gaussian Estimator</title>
 531 | 		<year>2004</year>
 532 | 		<authors>Lei Wang,Hongbing Ji,Xinbo Gao</authors>
 533 | 		<jconf>ICIAR (1)</jconf>
 534 | 		<id>313016</id>
 535 | 		<label>52</label>
 536 | 		<organization>null</organization>
 537 | 	</publication>
 538 | 	<publication>
 539 | 		<title>Car Plate Localization Using Modified PCNN in Complicated Environment</title>
 540 | 		<year>2006</year>
 541 | 		<authors>Xin Yuan,Lei Wang,Miaoliang Zhu</authors>
 542 | 		<jconf>ICIC (2)</jconf>
 543 | 		<id>313788</id>
 544 | 		<label>51</label>
 545 | 		<organization>null</organization>
 546 | 	</publication>
 547 | 	<publication>
 548 | 		<title>The Finite Element Analysis Based on ANSYS Pressure-Sensitive Conductive Rubber Three-Dimensional Tactile Sensor</title>
 549 | 		<year>2007</year>
 550 | 		<authors>Ying Huang,Panfeng Huang,Min Wang,Lei Wang,Yunjian Ge</authors>
 551 | 		<jconf>ICIC (3)</jconf>
 552 | 		<id>314424</id>
 553 | 		<label>57</label>
 554 | 		<organization>null</organization>
 555 | 	</publication>
 556 | 	<publication>
 557 | 		<title>Multi-label SVM active learning for image classification</title>
 558 | 		<year>2004</year>
 559 | 		<authors>Xuchun Li,Lei Wang,Eric Sung</authors>
 560 | 		<jconf>ICIP</jconf>
 561 | 		<id>319206</id>
 562 | 		<label>5</label>
 563 | 		<organization>null</organization>
 564 | 	</publication>
 565 | 	<publication>
 566 | 		<title>Active Shape and Depth Extraction from Shadow Images</title>
 567 | 		<year>1994</year>
 568 | 		<authors>Lei Wang,James J. Clark</authors>
 569 | 		<jconf>ICIP (1)</jconf>
 570 | 		<id>322016</id>
 571 | 		<label>54</label>
 572 | 		<organization>Div. of Appl. Sci., Harvard Univ., Cambridge, MA</organization>
 573 | 	</publication>
 574 | 	<publication>
 575 | 		<title>Image retrieval with SVM active learning embedding Euclidean search</title>
 576 | 		<year>2003</year>
 577 | 		<authors>Lei Wang,Kap Luk Chan,Yap Peng Tan</authors>
 578 | 		<jconf>ICIP (1)</jconf>
 579 | 		<id>322025</id>
 580 | 		<label>5</label>
 581 | 		<organization>Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore</organization>
 582 | 	</publication>
 583 | 	<publication>
 584 | 		<title>Generic slow-motion replay detection in sports video</title>
 585 | 		<year>2004</year>
 586 | 		<authors>Lei Wang,Xu Liu,Steve Lin,Guangyou Xu,Heung-Yeung Shum</authors>
 587 | 		<jconf>ICIP</jconf>
 588 | 		<id>322049</id>
 589 | 		<label>23</label>
 590 | 		<organization>Dept. of Comput., Tsinghua Univ., Beijing, China</organization>
 591 | 	</publication>
 592 | 	<publication>
 593 | 		<title>Image orientation detection with integrated human perception cues (or which way is up)</title>
 594 | 		<year>2003</year>
 595 | 		<authors>Lei Wang,Xu Liu,Lirong Xia,Guangyou Xu,Alfred M. Bruckstein</authors>
 596 | 		<jconf>ICIP (2)</jconf>
 597 | 		<id>322053</id>
 598 | 		<label>23</label>
 599 | 		<organization>Dept. of Comput. Sci., Tsinghua Univ., Beijing, China</organization>
 600 | 	</publication>
 601 | 	<publication>
 602 | 		<title>A semantic representation for image retrieval</title>
 603 | 		<year>2003</year>
 604 | 		<authors>Lei Wang,B. S. Manjunath</authors>
 605 | 		<jconf>ICIP (2)</jconf>
 606 | 		<id>322056</id>
 607 | 		<label>60</label>
 608 | 		<organization>Dept. of Electr. & Comput. Eng., California Univ., Santa Barbara, CA, USA</organization>
 609 | 	</publication>
 610 | 	<publication>
 611 | 		<title>Background Subtraction using Incremental Subspace Learning</title>
 612 | 		<year>2007</year>
 613 | 		<authors>Lu Wang,Lei Wang,Ming Wen,Qing Zhuo,Wenyuan Wang</authors>
 614 | 		<jconf>ICIP (5)</jconf>
 615 | 		<id>325220</id>
 616 | 		<label>61</label>
 617 | 		<organization>Tsinghua Univ., Beijing</organization>
 618 | 	</publication>
 619 | 	<publication>
 620 | 		<title>Lossy to lossless image compression based on reversible integer DCT</title>
 621 | 		<year>2008</year>
 622 | 		<authors>Lei Wang,Jiaji Wu,Licheng Jiao,Li Zhang,Guangming Shi</authors>
 623 | 		<jconf>ICIP</jconf>
 624 | 		<id>325945</id>
 625 | 		<label>49</label>
 626 | 		<organization>Inst. of Intell. Inf. Process., Xidian Univ., Xi'an</organization>
 627 | 	</publication>
 628 | 	<publication>
 629 | 		<title>Robust multi-level video representation using mean shift analysis</title>
 630 | 		<year>2004</year>
 631 | 		<authors>Hai Gao,Xiao-Dong Yu,Lei Wang,Ping Xue,Qi Tian</authors>
 632 | 		<jconf>ICME</jconf>
 633 | 		<id>330117</id>
 634 | 		<label>5</label>
 635 | 		<organization>Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore</organization>
 636 | 	</publication>
 637 | 	<publication>
 638 | 		<title>A Vector-Based Approach to Broadcast Audio Database Indexing and Retrieval</title>
 639 | 		<year>2007</year>
 640 | 		<authors>Lei Wang,Haizhou Li,Engsiong Chng</authors>
 641 | 		<jconf>ICME</jconf>
 642 | 		<id>332581</id>
 643 | 		<label>58</label>
 644 | 		<organization>Nanyang Technol. Univ., Singapore</organization>
 645 | 	</publication>
 646 | 	<publication>
 647 | 		<title>Body Detection and Tracking with Hierarchical Scheme in Dynamic Scenes</title>
 648 | 		<year>2007</year>
 649 | 		<authors>Xiaofeng Tong,Lei Wang,Yimin Zhang</authors>
 650 | 		<jconf>ICME</jconf>
 651 | 		<id>332991</id>
 652 | 		<label>59</label>
 653 | 		<organization>Intel China Res. Center, Beijing</organization>
 654 | 	</publication>
 655 | 	<publication>
 656 | 		<title>Query by humming via multiscale transportation distance in random query occurrence context</title>
 657 | 		<year>2008</year>
 658 | 		<authors>Shen Huang,Lei Wang,Shenghu,Hongchen Jiang,Bo Xu</authors>
 659 | 		<jconf>ICME</jconf>
 660 | 		<id>333507</id>
 661 | 		<label>63</label>
 662 | 		<organization>Digital Content Technol. Res. Center, Chinese Acad. of Sci., Beijing</organization>
 663 | 	</publication>
 664 | 	<publication>
 665 | 		<title>Synthesis and Characteration of Phenolic Resin/Montmorillonite Nanocomposites</title>
 666 | 		<year>2004</year>
 667 | 		<authors>Yujun Zhang,Maoqing Lin,Fengfu Li,Lei Wang,Zhenhao Jin</authors>
 668 | 		<jconf>ICMENS</jconf>
 669 | 		<id>333880</id>
 670 | 		<label>64</label>
 671 | 		<organization>Harbin University of Science and Technology</organization>
 672 | 	</publication>
 673 | 	<publication>
 674 | 		<title>A Novel Genetic Algorithm Based on Cure Mechanism of Traditional Chinese Medicine</title>
 675 | 		<year>2005</year>
 676 | 		<authors>Chao-Xue Wang,Du-Wu Cui,Lei Wang,Zhu-Rong Wang</authors>
 677 | 		<jconf>ICNC (3)</jconf>
 678 | 		<id>337980</id>
 679 | 		<label>65</label>
 680 | 		<organization>null</organization>
 681 | 	</publication>
 682 | 	<publication>
 683 | 		<title>Artificial Immune Strategies Improve the Security of Data Storage</title>
 684 | 		<year>2005</year>
 685 | 		<authors>Lei Wang,Yinling Nie,Weike Nie,Licheng Jiao</authors>
 686 | 		<jconf>ICNC (2)</jconf>
 687 | 		<id>338027</id>
 688 | 		<label>49</label>
 689 | 		<organization>null</organization>
 690 | 	</publication>
 691 | 	<publication>
 692 | 		<title>A Novel Artificial Immune Network Model and Analysis on Its Dynamic Behavior and Stabilities</title>
 693 | 		<year>2006</year>
 694 | 		<authors>Liya Wang,Lei Wang,Yinling Nie</authors>
 695 | 		<jconf>ICNC (2)</jconf>
 696 | 		<id>338039</id>
 697 | 		<label>49</label>
 698 | 		<organization>null</organization>
 699 | 	</publication>
 700 | 	<publication>
 701 | 		<title>Automatic Partitioning of Object-Oriented Programs for Resource-Constrained Mobile Devices with Multiple Distribution Objectives</title>
 702 | 		<year>2008</year>
 703 | 		<authors>Lei Wang,Michael Franz</authors>
 704 | 		<jconf>ICPADS</jconf>
 705 | 		<id>342062</id>
 706 | 		<label>62</label>
 707 | 		<organization>Dept. of Comput. Sci., Univ. of California, Irvine, CA, USA</organization>
 708 | 	</publication>
 709 | 	<publication>
 710 | 		<title>Breast Mass Segmentation based on Information Theory</title>
 711 | 		<year>2004</year>
 712 | 		<authors>Aize Cao,Qing Song,XuLei Yang,Lei Wang</authors>
 713 | 		<jconf>ICPR (3)</jconf>
 714 | 		<id>346219</id>
 715 | 		<label>5</label>
 716 | 		<organization>Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore</organization>
 717 | 	</publication>
 718 | 	<publication>
 719 | 		<title>Video Local Pattern based Image Matching for Visual Mapping</title>
 720 | 		<year>2006</year>
 721 | 		<authors>Lei Wang,Hongdong Li,Richard I. Hartley</authors>
 722 | 		<jconf>ICPR (3)</jconf>
 723 | 		<id>349170</id>
 724 | 		<label>5</label>
 725 | 		<organization>Australia National University, Australia</organization>
 726 | 	</publication>
 727 | 	<publication>
 728 | 		<title>Incorporating Prior Knowledge into SVM for Image Retrieval</title>
 729 | 		<year>2004</year>
 730 | 		<authors>Lei Wang,Ping Xue,Kap Luk Chan</authors>
 731 | 		<jconf>ICPR (2)</jconf>
 732 | 		<id>349193</id>
 733 | 		<label>5</label>
 734 | 		<organization>Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore</organization>
 735 | 	</publication>
 736 | 	<publication>
 737 | 		<title>Face Recognition Based on Discriminative Manifold Learning</title>
 738 | 		<year>2004</year>
 739 | 		<authors>Yiming Wu,Kap Luk Chan,Lei Wang</authors>
 740 | 		<jconf>ICPR (4)</jconf>
 741 | 		<id>349276</id>
 742 | 		<label>5</label>
 743 | 		<organization>Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore</organization>
 744 | 	</publication>
 745 | 	<publication>
 746 | 		<title>Exploiting idle register classes for fast spill destination</title>
 747 | 		<year>2008</year>
 748 | 		<authors>Fang Lu,Lei Wang,Xiaobing Feng,Zhiyuan Li,Zhaoqing Zhang</authors>
 749 | 		<jconf>ICS</jconf>
 750 | 		<id>360926</id>
 751 | 		<label>16</label>
 752 | 		<organization>Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China</organization>
 753 | 	</publication>
 754 | 	<publication>
 755 | 		<title>Bayesian Learning for Image Retrieval Using Multiple Features</title>
 756 | 		<year>2000</year>
 757 | 		<authors>Lei Wang,Kap Luk Chan</authors>
 758 | 		<jconf>IDEAL</jconf>
 759 | 		<id>372353</id>
 760 | 		<label>5</label>
 761 | 		<organization>null</organization>
 762 | 	</publication>
 763 | 	<publication>
 764 | 		<title>A turbo codes optimization method using particle swarm algorithm</title>
 765 | 		<year>2008</year>
 766 | 		<authors>Jing An,Qi Kang,Lei Wang,Qidi Wu</authors>
 767 | 		<jconf>IJCNN</jconf>
 768 | 		<id>394438</id>
 769 | 		<label>67</label>
 770 | 		<organization>Sch. of Mech. & Autom. Eng., Shanghai Inst. of Technol., Shanghai</organization>
 771 | 	</publication>
 772 | 	<publication>
 773 | 		<title>To Repair or Not To Repair: Helping Ad-hoc Routing Protocols to Distinguish Mobility from Congestion</title>
 774 | 		<year>2007</year>
 775 | 		<authors>Manoj Pandey,Roger Pack,Lei Wang,Qiuyi Duan,Daniel Zappala</authors>
 776 | 		<jconf>INFOCOM</jconf>
 777 | 		<id>403271</id>
 778 | 		<label>66</label>
 779 | 		<organization>Brigham Young Univ. Provo, Provo</organization>
 780 | 	</publication>
 781 | 	<publication>
 782 | 		<title>A Compiler and Runtime Infrastructure for Automatic Program Distribution</title>
 783 | 		<year>2005</year>
 784 | 		<authors>Roxana Diaconescu,Lei Wang,Zachary Mouri,Matt Chu</authors>
 785 | 		<jconf>IPDPS</jconf>
 786 | 		<id>408746</id>
 787 | 		<label>62</label>
 788 | 		<organization>University of California, Irvine</organization>
 789 | 	</publication>
 790 | 	<publication>
 791 | 		<title>Easy and reliable cluster management: the self-management experience of Fire Phoenix</title>
 792 | 		<year>2006</year>
 793 | 		<authors>Zhi-Hong Zhang,Dan Meng,Jianfeng Zhan,Lei Wang,Linping Wu,Huang Wei</authors>
 794 | 		<jconf>IPDPS</jconf>
 795 | 		<id>411564</id>
 796 | 		<label>16</label>
 797 | 		<organization>Inst. of Comput. Technol., Chinese Acad. of Sci., Beijing</organization>
 798 | 	</publication>
 799 | 	<publication>
 800 | 		<title>Modeling Dynamic Load Balancing in Molecular Dynamics to Achieve Scalable Parallel Execution</title>
 801 | 		<year>1998</year>
 802 | 		<authors>Lars S. Nyland,Jan Prins,Ru Huai Yun,Jan Hermans,Hye-Chung Kum,Lei Wang</authors>
 803 | 		<jconf>IRREGULAR</jconf>
 804 | 		<id>414954</id>
 805 | 		<label>69</label>
 806 | 		<organization>null</organization>
 807 | 	</publication>
 808 | 	<publication>
 809 | 		<title>An energy-efficient skew compensation technique for high-speed skew-sensitive signaling</title>
 810 | 		<year>2005</year>
 811 | 		<authors>Lei Wang</authors>
 812 | 		<jconf>ISCAS (2)</jconf>
 813 | 		<id>424645</id>
 814 | 		<label>44</label>
 815 | 		<organization>Dept. of Electr. & Comput. Eng., Connecticut Univ., Storrs, CT, USA</organization>
 816 | 	</publication>
 817 | 	<publication>
 818 | 		<title>Low voltage 2-path SC bandpass /spl Delta//spl Sigma/ modulator without bootstrapper</title>
 819 | 		<year>2003</year>
 820 | 		<authors>Lei Wang,Sherif H. K. Embabi</authors>
 821 | 		<jconf>ISCAS (1)</jconf>
 822 | 		<id>424670</id>
 823 | 		<label>71</label>
 824 | 		<organization>null</organization>
 825 | 	</publication>
 826 | 	<publication>
 827 | 		<title>Noise-tolerant dynamic circuit design</title>
 828 | 		<year>1999</year>
 829 | 		<authors>Lei Wang,Naresh R. Shanbhag</authors>
 830 | 		<jconf>ISCAS (1)</jconf>
 831 | 		<id>426332</id>
 832 | 		<label>70</label>
 833 | 		<organization>Coordinated Sci. Lab., Illinois Univ., Urbana, IL</organization>
 834 | 	</publication>
 835 | 	<publication>
 836 | 		<title>A High-Speed High-Resolution Low-Distortion CMOS Bootstrapped Switch</title>
 837 | 		<year>2007</year>
 838 | 		<authors>Lei Wang,Junyan Ren,Wenjing Yin,Tingqian Chen,Jun Xu</authors>
 839 | 		<jconf>ISCAS</jconf>
 840 | 		<id>428314</id>
 841 | 		<label>68</label>
 842 | 		<organization>ASIC & Syst. State Key Lab., Fudan Univ., Shanghai</organization>
 843 | 	</publication>
 844 | 	<publication>
 845 | 		<title>Adaptive timing for analysis of skew tolerance</title>
 846 | 		<year>2006</year>
 847 | 		<authors>Lei Wang,Shuo Wang</authors>
 848 | 		<jconf>ISCAS</jconf>
 849 | 		<id>429459</id>
 850 | 		<label>44</label>
 851 | 		<organization>Dept. of Electr. & Comput. Eng., Connecticut Univ., Storrs, CT</organization>
 852 | 	</publication>
 853 | 	<publication>
 854 | 		<title>Reducing error accumulation effect in multithreaded memory systems</title>
 855 | 		<year>2006</year>
 856 | 		<authors>Lei Wang,Niral Patel</authors>
 857 | 		<jconf>ISCAS</jconf>
 858 | 		<id>429677</id>
 859 | 		<label>44</label>
 860 | 		<organization>Dept. of Electr. & Comput. Eng., Connecticut Univ., Storrs, CT</organization>
 861 | 	</publication>
 862 | 	<publication>
 863 | 		<title>Design of error-tolerant cache memory for multithreaded computing</title>
 864 | 		<year>2008</year>
 865 | 		<authors>Shuo Wang,Lei Wang</authors>
 866 | 		<jconf>ISCAS</jconf>
 867 | 		<id>431365</id>
 868 | 		<label>44</label>
 869 | 		<organization>Dept. of Electr. & Comput. Eng., Univ. of Connecticut, Storrs, CT</organization>
 870 | 	</publication>
 871 | 	<publication>
 872 | 		<title>Programmable threshold voltage using quantum dot transistors for low-power mobile computing</title>
 873 | 		<year>2008</year>
 874 | 		<authors>Shuo Wang,Jianwei Dai,El-Sayed Hasaneen,Lei Wang,Faquir Jain</authors>
 875 | 		<jconf>ISCAS</jconf>
 876 | 		<id>431689</id>
 877 | 		<label>44</label>
 878 | 		<organization>Dept. of Electr. & Comput. Eng., Univ. of Connecticut, Storrs, CT</organization>
 879 | 	</publication>
 880 | 	<publication>
 881 | 		<title>Exact Best-Case End-to-End Response Time Analysis for Hard Real-Time Distributed Systems</title>
 882 | 		<year>2005</year>
 883 | 		<authors>Lei Wang,Mingde Zhao,Zengwei Zheng,Zhaohui Wu</authors>
 884 | 		<jconf>ISCIS</jconf>
 885 | 		<id>433823</id>
 886 | 		<label>25</label>
 887 | 		<organization>null</organization>
 888 | 	</publication>
 889 | 	<publication>
 890 | 		<title>The IIR Submission to CSLP 2006 Speaker Recognition Evaluation</title>
 891 | 		<year>2006</year>
 892 | 		<authors>Kong-Aik Lee,Hanwu Sun,Rong Tong,Bin Ma,Minghui Dong,Changhuai You,Donglai Zhu,Chin-Wei Eugene Koh,Lei Wang,Tomi Kinnunen,Chng Eng Siong,Haizhou Li</authors>
 893 | 		<jconf>ISCSLP</jconf>
 894 | 		<id>434074</id>
 895 | 		<label>58</label>
 896 | 		<organization>null</organization>
 897 | 	</publication>
 898 | 	<publication>
 899 | 		<title>Study on Traffic Information Fusion Algorithm Based on Support Vector Machines</title>
 900 | 		<year>2006</year>
 901 | 		<authors>Haihong Liu,Xiaoyuan Wang,Derong Tan,Lei Wang</authors>
 902 | 		<jconf>ISDA (1)</jconf>
 903 | 		<id>434319</id>
 904 | 		<label>73</label>
 905 | 		<organization>Shandong University of Technology, China</organization>
 906 | 	</publication>
 907 | 	<publication>
 908 | 		<title>Low-power AEC-based MIMO signal processing for gigabit ethernet 1000Base-T transceivers</title>
 909 | 		<year>2001</year>
 910 | 		<authors>Lei Wang,Naresh R. Shanbhag</authors>
 911 | 		<jconf>ISLPED</jconf>
 912 | 		<id>437189</id>
 913 | 		<label>70</label>
 914 | 		<organization>Coordinated Science Laboratory, Department of Electrical and Computer Engineering, University of Illinois at Urbana-Champaign, 1308 West Main Street, Urbana, IL</organization>
 915 | 	</publication>
 916 | 	<publication>
 917 | 		<title>Thread-associative memory for multicore and multithreaded computing</title>
 918 | 		<year>2006</year>
 919 | 		<authors>Shuo Wang,Lei Wang</authors>
 920 | 		<jconf>ISLPED</jconf>
 921 | 		<id>437363</id>
 922 | 		<label>44</label>
 923 | 		<organization>University of Connecticut, Storrs, CT</organization>
 924 | 	</publication>
 925 | 	<publication>
 926 | 		<title>Intelligent Hierarchical Intrusion Detection System for Secure Wireless Ad Hoc Network</title>
 927 | 		<year>2005</year>
 928 | 		<authors>Peng Fu,Deyun Zhang,Lei Wang,Zhongxing Duan</authors>
 929 | 		<jconf>ISNN (3)</jconf>
 930 | 		<id>442177</id>
 931 | 		<label>72</label>
 932 | 		<organization>null</organization>
 933 | 	</publication>
 934 | 	<publication>
 935 | 		<title>A Resource Allocating Neural Network Based Approach for Detecting End-to-End Network Performance Anomaly</title>
 936 | 		<year>2006</year>
 937 | 		<authors>Wenwei Li,Dafang Zhang,Jinmin Yang,Gaogang Xie,Lei Wang</authors>
 938 | 		<jconf>ISNN (2)</jconf>
 939 | 		<id>442403</id>
 940 | 		<label>43</label>
 941 | 		<organization>null</organization>
 942 | 	</publication>
 943 | 	<publication>
 944 | 		<title>A New Approach of Network Intrusion Detection Using HVDM-Based SOM</title>
 945 | 		<year>2005</year>
 946 | 		<authors>Lei Wang,Yong Yang,Shixin Sun</authors>
 947 | 		<jconf>ISNN (3)</jconf>
 948 | 		<id>442936</id>
 949 | 		<label>76</label>
 950 | 		<organization>null</organization>
 951 | 	</publication>
 952 | 	<publication>
 953 | 		<title>A Novel Classifier with the Immune-Training Based Wavelet Neural Network</title>
 954 | 		<year>2005</year>
 955 | 		<authors>Lei Wang,Yinling Nie,Weike Nie,Licheng Jiao</authors>
 956 | 		<jconf>ISNN (2)</jconf>
 957 | 		<id>442993</id>
 958 | 		<label>49</label>
 959 | 		<organization>null</organization>
 960 | 	</publication>
 961 | 	<publication>
 962 | 		<title>A Novel Model of Artificial Immune Network and Simulations on Its Dynamics</title>
 963 | 		<year>2006</year>
 964 | 		<authors>Lei Wang,Yinling Nie,Weike Nie,Licheng Jiao</authors>
 965 | 		<jconf>ISNN (1)</jconf>
 966 | 		<id>442995</id>
 967 | 		<label>49</label>
 968 | 		<organization>null</organization>
 969 | 	</publication>
 970 | 	<publication>
 971 | 		<title>A Model Predictive Control of a Grain Dryer with Four Stages Based on Recurrent Fuzzy Neural Network</title>
 972 | 		<year>2007</year>
 973 | 		<authors>Chunyu Zhao,Qinglei Chi,Lei Wang,Bangchun Wen</authors>
 974 | 		<jconf>ISNN (1)</jconf>
 975 | 		<id>443468</id>
 976 | 		<label>75</label>
 977 | 		<organization>Shenyang Neusoft Software Co.ltd, Shenyang 110179, P.R. China</organization>
 978 | 	</publication>
 979 | 	<publication>
 980 | 		<title>A Fast and Accurate Progressive Algorithm for Training Transductive SVMs</title>
 981 | 		<year>2007</year>
 982 | 		<authors>Lei Wang,Huading Jia,Shixin Sun</authors>
 983 | 		<jconf>ISNN (3)</jconf>
 984 | 		<id>443688</id>
 985 | 		<label>76</label>
 986 | 		<organization>School of Computer Science & Engineering, University of Electronic Science & Technology of China, Chengdu, 610054, P.R. China</organization>
 987 | 	</publication>
 988 | 	<publication>
 989 | 		<title>Object Detection for Hierarchical Image Classification</title>
 990 | 		<year>2002</year>
 991 | 		<authors>Latifur Khan,Lei Wang</authors>
 992 | 		<jconf>Revised Papers from MDM/KDD and PAKDD/KDMCD</jconf>
 993 | 		<id>472912</id>
 994 | 		<label>74</label>
 995 | 		<organization>null</organization>
 996 | 	</publication>
 997 | 	<publication>
 998 | 		<title>Object Boundary Detection For Ontology-Based Image Classification</title>
 999 | 		<year>2002</year>
1000 | 		<authors>Lei Wang,Latifur Khan,Casey Breen</authors>
1001 | 		<jconf>MDM/KDD</jconf>
1002 | 		<id>473390</id>
1003 | 		<label>74</label>
1004 | 		<organization>null</organization>
1005 | 	</publication>
1006 | 	<publication>
1007 | 		<title>Data I/O Minimization for Loops on Limited Onchip Memory Processors</title>
1008 | 		<year>1999</year>
1009 | 		<authors>Lei Wang,Santosh Pande</authors>
1010 | 		<jconf>LCPC</jconf>
1011 | 		<id>483338</id>
1012 | 		<label>15</label>
1013 | 		<organization>null</organization>
1014 | 	</publication>
1015 | 	<publication>
1016 | 		<title>Performance Comparison of Control Schemes for ABR Service in ATM LANs</title>
1017 | 		<year>1997</year>
1018 | 		<authors>Lei Wang,Carl McCrosky</authors>
1019 | 		<jconf>MASCOTS</jconf>
1020 | 		<id>489968</id>
1021 | 		<label>77</label>
1022 | 		<organization>Dept. of Comput. Sci., Saskatchewan Univ., Saskatoon, Sask.</organization>
1023 | 	</publication>
1024 | 	<publication>
1025 | 		<title>Regularized Discriminative Direction for Shape Difference Analysis</title>
1026 | 		<year>2008</year>
1027 | 		<authors>Luping Zhou,Richard Hartley,Lei Wang,Paulette Lieby,Nick Barnes</authors>
1028 | 		<jconf>MICCAI (1)</jconf>
1029 | 		<id>498853</id>
1030 | 		<label>5</label>
1031 | 		<organization>RSISE, The Australian National University,</organization>
1032 | 	</publication>
1033 | 	<publication>
1034 | 		<title>Offense based temporal segmentation for event detection in soccer video</title>
1035 | 		<year>2004</year>
1036 | 		<authors>Lei Wang,Michael Lew,Guangyou Xu</authors>
1037 | 		<jconf>Multimedia Information Retrieval</jconf>
1038 | 		<id>500487</id>
1039 | 		<label>23</label>
1040 | 		<organization>Tsinghua University, Beijing, P.R.China</organization>
1041 | 	</publication>
1042 | 	<publication>
1043 | 		<title>Automatic Ontology Derivation Using Clustering for Image Classification</title>
1044 | 		<year>2002</year>
1045 | 		<authors>Latifur Khan,Lei Wang</authors>
1046 | 		<jconf>Multimedia Information Systems</jconf>
1047 | 		<id>500766</id>
1048 | 		<label>74</label>
1049 | 		<organization>null</organization>
1050 | 	</publication>
1051 | 	<publication>
1052 | 		<title>Improving Image Annotations Using WordNet</title>
1053 | 		<year>2005</year>
1054 | 		<authors>Yohan Jin,Lei Wang,Latifur Khan</authors>
1055 | 		<jconf>Multimedia Information Systems</jconf>
1056 | 		<id>500778</id>
1057 | 		<label>74</label>
1058 | 		<organization>null</organization>
1059 | 	</publication>
1060 | 	<publication>
1061 | 		<title>Image annotations by combining multiple evidence  wordNet</title>
1062 | 		<year>2005</year>
1063 | 		<authors>Yohan Jin,Latifur Khan,Lei Wang,Mamoun Awad</authors>
1064 | 		<jconf>ACM Multimedia</jconf>
1065 | 		<id>502403</id>
1066 | 		<label>74</label>
1067 | 		<organization>University of Texas at Dallas, Richardson, TX</organization>
1068 | 	</publication>
1069 | 	<publication>
1070 | 		<title>A novel framework for SVM-based image retrieval on large databases</title>
1071 | 		<year>2005</year>
1072 | 		<authors>Lei Wang,Xuchun Li,Ping Xue,Kap Luk Chan</authors>
1073 | 		<jconf>ACM Multimedia</jconf>
1074 | 		<id>503084</id>
1075 | 		<label>5</label>
1076 | 		<organization>Australian National University</organization>
1077 | 	</publication>
1078 | 	<publication>
1079 | 		<title>Automatic image annotation and retrieval using subspace clustering algorithm</title>
1080 | 		<year>2004</year>
1081 | 		<authors>Lei Wang,Li Liu,Latifur Khan</authors>
1082 | 		<jconf>MMDB</jconf>
1083 | 		<id>504526</id>
1084 | 		<label>74</label>
1085 | 		<organization>University of Texas at Dallas</organization>
1086 | 	</publication>
1087 | 	<publication>
1088 | 		<title>Multi-Level Video Representation with Application to Keyframe Extraction</title>
1089 | 		<year>2004</year>
1090 | 		<authors>Xiao-Dong Yu,Lei Wang,Qi Tian,Ping Xue</authors>
1091 | 		<jconf>MMM</jconf>
1092 | 		<id>504749</id>
1093 | 		<label>5</label>
1094 | 		<organization>null</organization>
1095 | 	</publication>
1096 | 	<publication>
1097 | 		<title>PSDBoost: Matrix-Generation Linear Programming for Positive Semidefinite Matrices Learning</title>
1098 | 		<year>2008</year>
1099 | 		<authors>Chunhua Shen,Alan Welsh,Lei Wang</authors>
1100 | 		<jconf>NIPS</jconf>
1101 | 		<id>518168</id>
1102 | 		<label>5</label>
1103 | 		<organization>null</organization>
1104 | 	</publication>
1105 | 	<publication>
1106 | 		<title>Discovering Prediction Model for Environmental Distribution Maps</title>
1107 | 		<year>2007</year>
1108 | 		<authors>Ke Zhang,Huidong Jin,Nianjun Liu,Rob Lesslie,Lei Wang,Zhouyu Fu,Terry Caelli</authors>
1109 | 		<jconf>PAKDD Workshops</jconf>
1110 | 		<id>527525</id>
1111 | 		<label>5</label>
1112 | 		<organization>null</organization>
1113 | 	</publication>
1114 | 	<publication>
1115 | 		<title>A Platform Implementation for Real Time Image Processing</title>
1116 | 		<year>2008</year>
1117 | 		<authors>Ching-Hsi Lu,Yu-Sheng Wang,Lei Wang,Hong-Yang Hsu</authors>
1118 | 		<jconf>PCM</jconf>
1119 | 		<id>532150</id>
1120 | 		<label>27</label>
1121 | 		<organization>Dept. of Electrical Engineering of Feng Chia University,</organization>
1122 | 	</publication>
1123 | 	<publication>
1124 | 		<title>Design Patterns of Scalable Cluster System Software</title>
1125 | 		<year>2006</year>
1126 | 		<authors>Bibo Tu,Ming Zou,Jianfeng Zhan,Lei Wang,Jianping Fan</authors>
1127 | 		<jconf>PDCAT</jconf>
1128 | 		<id>532803</id>
1129 | 		<label>16</label>
1130 | 		<organization>Chinese Academy of Sciences, China</organization>
1131 | 	</publication>
1132 | 	<publication>
1133 | 		<title>LiveBT: Providing Video-on-Demand Streaming Service over BitTorrent Systems</title>
1134 | 		<year>2007</year>
1135 | 		<authors>Jianming Lv,Xueqi Cheng,Qing Jiang,Jing Ye,Tieying Zhang,Siming Lin,Lei Wang</authors>
1136 | 		<jconf>PDCAT</jconf>
1137 | 		<id>532920</id>
1138 | 		<label>79</label>
1139 | 		<organization>Chinese Acad. of Sci., Beijing</organization>
1140 | 	</publication>
1141 | 	<publication>
1142 | 		<title>Grid Unit: A Self-Managing Building Block for Grid System</title>
1143 | 		<year>2007</year>
1144 | 		<authors>Jianfeng Zhan,Lei Wang,Ming Zou,Hui Wang,Shuang Gao,Yulei Ding</authors>
1145 | 		<jconf>PDCAT</jconf>
1146 | 		<id>533051</id>
1147 | 		<label>16</label>
1148 | 		<organization>Chinese Acad. of Sci., Beijing</organization>
1149 | 	</publication>
1150 | 	<publication>
1151 | 		<title>A Lightweight Sensor Network Management System Design</title>
1152 | 		<year>2008</year>
1153 | 		<authors>Fenghua Yuan,Wen-Zhan Song,Nina Peterson,Yang Peng,Lei Wang,Behrooz Shirazi,Richard LaHusen</authors>
1154 | 		<jconf>PerCom</jconf>
1155 | 		<id>539088</id>
1156 | 		<label>78</label>
1157 | 		<organization>Sch. of Eng. & Comput. Sci., Washington State Univ., Vancouver, WA</organization>
1158 | 	</publication>
1159 | 	<publication>
1160 | 		<title>Car Plate Localization Using Pulse Coupled Neural Network in Complicated Environment</title>
1161 | 		<year>2006</year>
1162 | 		<authors>Ming Guo,Lei Wang,Xin Yuan</authors>
1163 | 		<jconf>PRICAI</jconf>
1164 | 		<id>551282</id>
1165 | 		<label>51</label>
1166 | 		<organization>null</organization>
1167 | 	</publication>
1168 | 	<publication>
1169 | 		<title>Object Class Recognition Using SNoW with a Part Vocabulary</title>
1170 | 		<year>2007</year>
1171 | 		<authors>Ming Wen,Lu Wang,Lei Wang,Qing Zhuo,Wenyuan Wang</authors>
1172 | 		<jconf>RSFDGrC</jconf>
1173 | 		<id>562153</id>
1174 | 		<label>61</label>
1175 | 		<organization>null</organization>
1176 | 	</publication>
1177 | 	<publication>
1178 | 		<title>Real-Time Solution in Petroleum Industry's Cyber Data Acquisition Simulation System</title>
1179 | 		<year>2005</year>
1180 | 		<authors>Wei Li,Lei Wang</authors>
1181 | 		<jconf>RTCSA</jconf>
1182 | 		<id>564444</id>
1183 | 		<label>81</label>
1184 | 		<organization>University of Astronautics and Aeronautics</organization>
1185 | 	</publication>
1186 | 	<publication>
1187 | 		<title>Fault Tolerant Scheduling for Fixed-Priority Tasks with Preemption Threshold</title>
1188 | 		<year>2005</year>
1189 | 		<authors>Lei Wang,Zhaohui Wu,Mingde Zhao,Guoqing Yang</authors>
1190 | 		<jconf>RTCSA</jconf>
1191 | 		<id>564691</id>
1192 | 		<label>25</label>
1193 | 		<organization>Zhejiang University and Jiangxi University of Finance & Economic</organization>
1194 | 	</publication>
1195 | 	<publication>
1196 | 		<title>Escape analysis for synchronization removal</title>
1197 | 		<year>2006</year>
1198 | 		<authors>Lei Wang,Xikun Sun</authors>
1199 | 		<jconf>SAC</jconf>
1200 | 		<id>568772</id>
1201 | 		<label>82</label>
1202 | 		<organization>Beijing University of Aeronautics & Astronautics, Beijing, China</organization>
1203 | 	</publication>
1204 | 	<publication>
1205 | 		<title>An audio wiki supporting mobile collaboration</title>
1206 | 		<year>2008</year>
1207 | 		<authors>Lei Wang,Paul Roe,Binh Pham,Dian Tjondronegoro</authors>
1208 | 		<jconf>SAC</jconf>
1209 | 		<id>569649</id>
1210 | 		<label>79</label>
1211 | 		<organization>Queensland University of Technology, Brisbane Qld, Australia</organization>
1212 | 	</publication>
1213 | 	<publication>
1214 | 		<title>End-To-End Worst-Case Response Time Analysis for Hard Real-Time Distributed Systems</title>
1215 | 		<year>2005</year>
1216 | 		<authors>Lei Wang,Mingde Zhao,Zengwei Zheng,Zhaohui Wu</authors>
1217 | 		<jconf>SAFECOMP</jconf>
1218 | 		<id>570834</id>
1219 | 		<label>25</label>
1220 | 		<organization>null</organization>
1221 | 	</publication>
1222 | 	<publication>
1223 | 		<title>The design methodology of Phoenix cluster system software stack</title>
1224 | 		<year>2007</year>
1225 | 		<authors>Jianfeng Zhan,Lei Wang,Bibo Tu,Hui Wang,Zhihong Zhang,Yi Jin,Yu Wen,Yuansheng Chen,Peng Wang,Bizhu Qiu,Dan Meng,Ninghui Sun</authors>
1226 | 		<jconf>China HPC</jconf>
1227 | 		<id>576031</id>
1228 | 		<label>16</label>
1229 | 		<organization>Chinese Academy of Sciences, Beijing, China</organization>
1230 | 	</publication>
1231 | 	<publication>
1232 | 		<title>Automated Detection of Code Vulnerabilities Based on Program Analysis and Model Checking</title>
1233 | 		<year>2008</year>
1234 | 		<authors>Lei Wang,Qiang Zhang,PengChao Zhao</authors>
1235 | 		<jconf>SCAM</jconf>
1236 | 		<id>576939</id>
1237 | 		<label>82</label>
1238 | 		<organization>Comput. Sch., Beijing Univ. of Aeronaut. & Astronaut., Beijing</organization>
1239 | 	</publication>
1240 | 	<publication>
1241 | 		<title>An Initial Framework for Collaboration-Based Component Selection</title>
1242 | 		<year>2004</year>
1243 | 		<authors>Lei Wang,Daniela Mehandjiska-Stavreva</authors>
1244 | 		<jconf>Software Engineering Research and Practice</jconf>
1245 | 		<id>585547</id>
1246 | 		<label>11</label>
1247 | 		<organization>null</organization>
1248 | 	</publication>
1249 | 	<publication>
1250 | 		<title>Relevancy based semantic interoperation of reuse repositories</title>
1251 | 		<year>2004</year>
1252 | 		<authors>Ying Pan,Lei Wang,Lu Zhang,Bing Xie,Fuqing Yang</authors>
1253 | 		<jconf>SIGSOFT FSE</jconf>
1254 | 		<id>601269</id>
1255 | 		<label>23</label>
1256 | 		<organization>Tsinghua University</organization>
1257 | 	</publication>
1258 | 	<publication>
1259 | 		<title>The Design and Optimization of H.264 Encoder Based on the Nexperia Platform</title>
1260 | 		<year>2007</year>
1261 | 		<authors>Zhengdong Li,Xianwen Zeng,Zhongcheng Yin,Shaobin Hu,Lei Wang</authors>
1262 | 		<jconf>SNPD (1)</jconf>
1263 | 		<id>609147</id>
1264 | 		<label>80</label>
1265 | 		<organization>Chongqing Commun. Coll., Chongqing</organization>
1266 | 	</publication>
1267 | 	<publication>
1268 | 		<title>Eliminating Redundant Communication of Code Generation for Distributed Memory Machines</title>
1269 | 		<year>2007</year>
1270 | 		<authors>Yanan Shen,Rongcai Zhao,Lei Wang</authors>
1271 | 		<jconf>SNPD (2)</jconf>
1272 | 		<id>609386</id>
1273 | 		<label>82</label>
1274 | 		<organization>Beijing University of Aeronautics & Astronautics, China</organization>
1275 | 	</publication>
1276 | 	<publication>
1277 | 		<title>Research on Enterprise Track of TREC 2008</title>
1278 | 		<year>2008</year>
1279 | 		<authors>Huawei Shen,Lei Wang,Wenjing Bi,Yue Liu,Xueqi Cheng</authors>
1280 | 		<jconf>TREC</jconf>
1281 | 		<id>630469</id>
1282 | 		<label>79</label>
1283 | 		<organization>null</organization>
1284 | 	</publication>
1285 | 	<publication>
1286 | 		<title>Research on Pairwise Key Establishment Model and Algorithm for Sensor Networks</title>
1287 | 		<year>2006</year>
1288 | 		<authors>Lei Wang,Yaping Lin,Minsheng Tan,Chunyi Shi</authors>
1289 | 		<jconf>UIC</jconf>
1290 | 		<id>633708</id>
1291 | 		<label>47</label>
1292 | 		<organization>null</organization>
1293 | 	</publication>
1294 | 	<publication>
1295 | 		<title>Voronoi Tessellation Based Rapid Coverage Decision Algorithm for Wireless Sensor Networks</title>
1296 | 		<year>2007</year>
1297 | 		<authors>Lei Wang,Haowei Shen,Zhe Chen,Yaping Lin</authors>
1298 | 		<jconf>UIC</jconf>
1299 | 		<id>633817</id>
1300 | 		<label>47</label>
1301 | 		<organization>null</organization>
1302 | 	</publication>
1303 | 	<publication>
1304 | 		<title>Clustering and Visualizing Audiovisual Dataset on Mobile Devices in a Topic-Oriented Manner</title>
1305 | 		<year>2007</year>
1306 | 		<authors>Lei Wang,Dian Tjondronegoro,Yue Liu</authors>
1307 | 		<jconf>VISUAL</jconf>
1308 | 		<id>639360</id>
1309 | 		<label>79</label>
1310 | 		<organization>null</organization>
1311 | 	</publication>
1312 | 	<publication>
1313 | 		<title>Analyzing Crosstalk in the Presence of Weak Bridge Defects</title>
1314 | 		<year>2003</year>
1315 | 		<authors>Shahdad Irajpour,Shahin Nazarian,Lei Wang,Sandeep K. Gupta,Melvin A. Breuer</authors>
1316 | 		<jconf>VTS</jconf>
1317 | 		<id>649045</id>
1318 | 		<label>13</label>
1319 | 		<organization>Dept. of EE - Syst., Univ. of Southern California, Los Angeles, CA, USA</organization>
1320 | 	</publication>
1321 | 	<publication>
1322 | 		<title>The Research of Complex System Modeling Based on Fractal Conception</title>
1323 | 		<year>2003</year>
1324 | 		<authors>Lei Wang,Z. Zuo,Yunshi Xiao,Q. Wu</authors>
1325 | 		<jconf>WAA</jconf>
1326 | 		<id>650470</id>
1327 | 		<label>67</label>
1328 | 		<organization>null</organization>
1329 | 	</publication>
1330 | 	<publication>
1331 | 		<title>PASE: A Prototype for Ad-hoc Process-Aware Information System Declaratively Constructing Environment</title>
1332 | 		<year>2008</year>
1333 | 		<authors>Bin Zhou,Hongyan Li,Lei Wang,Huaqiang Zhang,Meimei Li</authors>
1334 | 		<jconf>WAIM</jconf>
1335 | 		<id>652272</id>
1336 | 		<label>10</label>
1337 | 		<organization>null</organization>
1338 | 	</publication>
1339 | 	<publication>
1340 | 		<title>Enhancing Security Using Legality Assertions</title>
1341 | 		<year>2005</year>
1342 | 		<authors>Lei Wang,James R. Cordy,Thomas R. Dean</authors>
1343 | 		<jconf>WCRE</jconf>
1344 | 		<id>653392</id>
1345 | 		<label>86</label>
1346 | 		<organization>Queen's University</organization>
1347 | 	</publication>
1348 | 	<publication>
1349 | 		<title>Building Domain Ontology Based on Web Data and Generic Ontology</title>
1350 | 		<year>2004</year>
1351 | 		<authors>Jie Yang,Lei Wang,Song Zhang,Xin Sui,Ning Zhang,Zhuoqun Xu</authors>
1352 | 		<jconf>Web Intelligence</jconf>
1353 | 		<id>655201</id>
1354 | 		<label>20</label>
1355 | 		<organization>Peking Univ., Beijing, China</organization>
1356 | 	</publication>
1357 | 	<publication>
1358 | 		<title>Offer Group Generation and Delayed Processing in Multi-Issue Negotiation</title>
1359 | 		<year>2004</year>
1360 | 		<authors>Ning Zhang,Song Zhang,Lei Wang,Jie Yang,Zhuoqun Xu</authors>
1361 | 		<jconf>Web Intelligence</jconf>
1362 | 		<id>655228</id>
1363 | 		<label>20</label>
1364 | 		<organization>Peking University, Beijing</organization>
1365 | 	</publication>
1366 | 	<publication>
1367 | 		<title>An Effective Evidence Theory Based K-Nearest Neighbor (KNN) Classification</title>
1368 | 		<year>2008</year>
1369 | 		<authors>Lei Wang,Latifur Khan,Bhavani M. Thuraisingham</authors>
1370 | 		<jconf>Web Intelligence</jconf>
1371 | 		<id>655644</id>
1372 | 		<label>74</label>
1373 | 		<organization>Dept. of Comput. Sci., Univ. of Texas at Dallas, Dallas, TX</organization>
1374 | 	</publication>
1375 | 	<publication>
1376 | 		<title>Efficiency, Fairness and Competitiveness in Nash Bargaining Games</title>
1377 | 		<year>2008</year>
1378 | 		<authors>Deeparnab Chakrabarty,Gagan Goel,Vijay V. Vazirani,Lei Wang,Changyuan Yu</authors>
1379 | 		<jconf>WINE</jconf>
1380 | 		<id>662592</id>
1381 | 		<label>14</label>
1382 | 		<organization>College of Computing, Georgia Institute of Technology, Atlanta GA 30332---0280</organization>
1383 | 	</publication>
1384 | 	<publication>
1385 | 		<title>Key Distribution for Group-based Sensor Deployment Using a Novel Interconnection Graph</title>
1386 | 		<year>2007</year>
1387 | 		<authors>Lei Wang,Yaping Lin,Yonghe Liu</authors>
1388 | 		<jconf>WOWMOM</jconf>
1389 | 		<id>667001</id>
1390 | 		<label>47</label>
1391 | 		<organization>Department of Computer Science, Hunan University, Hunan, Changsha, P.R. China, wanglei@hnu.cn</organization>
1392 | 	</publication>
1393 | 	<publication>
1394 | 		<title>Link quality prediction for wireless devices with multiple radios</title>
1395 | 		<year>2008</year>
1396 | 		<authors>Qiuyi Duan,Lei Wang,Charles D. Knutson,Daniel Zappala</authors>
1397 | 		<jconf>WOWMOM</jconf>
1398 | 		<id>667029</id>
1399 | 		<label>66</label>
1400 | 		<organization>Computer Science Department, Brigham Young University, Provo, UT 84602-6576, USA</organization>
1401 | 	</publication>
1402 | 	<publication>
1403 | 		<title>Multi-path GEM for Routing in Wireless Sensor Networks</title>
1404 | 		<year>2008</year>
1405 | 		<authors>Qiang Ye,Yuxing Huang,Andrew Reddin,Lei Wang,Wuman Luo</authors>
1406 | 		<jconf>WASA</jconf>
1407 | 		<id>677746</id>
1408 | 		<label>82</label>
1409 | 		<organization>School of Computer Science, Beihang University, Beijing, P.R. China 100083</organization>
1410 | 	</publication>
1411 | 	<publication>
1412 | 		<title>Analysis on Appearance Reasons of the Positive Feedback Traders</title>
1413 | 		<year>2006</year>
1414 | 		<authors>Shi An,Lei Wang,He Huang</authors>
1415 | 		<jconf>ICICIC (2)</jconf>
1416 | 		<id>679394</id>
1417 | 		<label>83</label>
1418 | 		<organization>Harbin Institute of Technology, China</organization>
1419 | 	</publication>
1420 | 	<publication>
1421 | 		<title>Joint Multiuser Precoding and Scheduling with Imperfect Channel State Information at the Transmitter</title>
1422 | 		<year>2008</year>
1423 | 		<authors>Keying Wu,Lei Wang,Liyu Cai</authors>
1424 | 		<jconf>VTC Spring</jconf>
1425 | 		<id>690283</id>
1426 | 		<label>84</label>
1427 | 		<organization>Res. & Innovation Center, Alcatel Shanghai Bell Co., Ltd., Shanghai</organization>
1428 | 	</publication>
1429 | 	<publication>
1430 | 		<title>An evolutionary algorithm with population immunity and its application on autonomous robot control</title>
1431 | 		<year>2003</year>
1432 | 		<authors>Lei Wang,Beat Hirsbrunner</authors>
1433 | 		<jconf>IEEE Congress on Evolutionary Computation (1)</jconf>
1434 | 		<id>697241</id>
1435 | 		<label>33</label>
1436 | 		<organization>Dept. of Informatics, Fribourg Univ., Switzerland</organization>
1437 | 	</publication>
1438 | 	<publication>
1439 | 		<title>Virtual Burst Assembly - A Solution to Out-of-Sequence Delivery in Optical Burst Switching Networks</title>
1440 | 		<year>2008</year>
1441 | 		<authors>Lei Wang,Yuhua Chen,Mona Thaker</authors>
1442 | 		<jconf>GLOBECOM</jconf>
1443 | 		<id>705807</id>
1444 | 		<label>85</label>
1445 | 		<organization>Dept. of Electr. & Comput. Eng., Univ. of Houston, Houston, TX</organization>
1446 | 	</publication>
1447 | 	<publication>
1448 | 		<title>A Hybrid Control Architecture for Connection Management in Translucent WDM Networks</title>
1449 | 		<year>2008</year>
1450 | 		<authors>Lei Wang,Jie Zhang,Guanjun Gao,Yongjun Liu,Xiuzhong Chen,Wanyi Gu</authors>
1451 | 		<jconf>GLOBECOM</jconf>
1452 | 		<id>705895</id>
1453 | 		<label>90</label>
1454 | 		<organization>Key Lab. of Opt. Commun. & Lightwave Technol., Beijing Univ. of Posts & Telecommun., Beijing</organization>
1455 | 	</publication>
1456 | 	<publication>
1457 | 		<title>Using Description Logics Reasoner for Ontology Matching</title>
1458 | 		<year>2007</year>
1459 | 		<authors>Guohua Shen,Zhiqiu Huang,Xiaodong Zhu,Lei Wang,Gaoyou Xiang</authors>
1460 | 		<jconf>IITA</jconf>
1461 | 		<id>708819</id>
1462 | 		<label>89</label>
1463 | 		<organization>Nanjing Univ. of Aeronaut. & Astronaut., Nanjing</organization>
1464 | 	</publication>
1465 | 	<publication>
1466 | 		<title>A Pattern Matching Algorithm in P2P Mobile QA System Answer Extracting Process</title>
1467 | 		<year>2008</year>
1468 | 		<authors>Lei Wang,Shulin Chen</authors>
1469 | 		<jconf>ISIP</jconf>
1470 | 		<id>709174</id>
1471 | 		<label>39</label>
1472 | 		<organization>Coll. of Econ. & Manage., Nanjing Forestry Univ., Nanjing</organization>
1473 | 	</publication>
1474 | 	<publication>
1475 | 		<title>Mining and Visualizing Multimedia Dataset on Mobile Devices in a Topic-oriented Manner</title>
1476 | 		<year>2006</year>
1477 | 		<authors>Lei Wang,Dian Tjondronegoro</authors>
1478 | 		<jconf>MoMM</jconf>
1479 | 		<id>710018</id>
1480 | 		<label>79</label>
1481 | 		<organization>null</organization>
1482 | 	</publication>
1483 | 	<publication>
1484 | 		<title>Kapa: A File Sharing System Based on HP2P</title>
1485 | 		<year>2008</year>
1486 | 		<authors>Bo Wang,Zhenhua Duan,Lei Wang</authors>
1487 | 		<jconf>ICIW</jconf>
1488 | 		<id>711634</id>
1489 | 		<label>92</label>
1490 | 		<organization>Inst. of Comput. Theor. & Technol., Xidian Univ., Xi'an</organization>
1491 | 	</publication>
1492 | 	<publication>
1493 | 		<title>Context-aware application programming for mobile devices</title>
1494 | 		<year>2008</year>
1495 | 		<authors>Weichang Du,Lei Wang</authors>
1496 | 		<jconf>C3S2E</jconf>
1497 | 		<id>715760</id>
1498 | 		<label>91</label>
1499 | 		<organization>University of New Brunswick, N.B. Canada</organization>
1500 | 	</publication>
1501 | 	<publication>
1502 | 		<title>Password Recovery on Challenge and Response: Impossible Differential Attack on Hash Function</title>
1503 | 		<year>2008</year>
1504 | 		<authors>Yu Sasaki,Lei Wang,Kazuo Ohta,Noboru Kunihiro</authors>
1505 | 		<jconf>AFRICACRYPT</jconf>
1506 | 		<id>717033</id>
1507 | 		<label>30</label>
1508 | 		<organization>null</organization>
1509 | 	</publication>
1510 | 	<publication>
1511 | 		<title>The Algorithm of Obtaining Best Rules Based on Rough Set</title>
1512 | 		<year>2008</year>
1513 | 		<authors>Shulin Chen,Lei Wang</authors>
1514 | 		<jconf>ISECS</jconf>
1515 | 		<id>720248</id>
1516 | 		<label>39</label>
1517 | 		<organization>Coll. of Econ. & Manage., NanJing Forestry Univ., Nanjing</organization>
1518 | 	</publication>
1519 | 	<publication>
1520 | 		<title>An AIS-Based Service Match Model</title>
1521 | 		<year>2008</year>
1522 | 		<authors>Lei Wang,Song Ma,Xin-hong Hei</authors>
1523 | 		<jconf>CSSE (1)</jconf>
1524 | 		<id>728709</id>
1525 | 		<label>87</label>
1526 | 		<organization>Fac. of Comput. Sci. & Eng., Xi'an Univ. of Technol., Xi'an</organization>
1527 | 	</publication>
1528 | 	<publication>
1529 | 		<title>A Performance Model for Domino Mail Server</title>
1530 | 		<year>2008</year>
1531 | 		<authors>Yi Liang,Lei Wang,Jianfeng Zhan,Ruihua Di</authors>
1532 | 		<jconf>CSSE (3)</jconf>
1533 | 		<id>729205</id>
1534 | 		<label>16</label>
1535 | 		<organization>Dept. of Comput. Sci., Beijing Univ. of Technol., Beijing</organization>
1536 | 	</publication>
1537 | 	<publication>
1538 | 		<title>Research on an Immune Mechanism Based Intelligent Spam Filter</title>
1539 | 		<year>2008</year>
1540 | 		<authors>Lei Wang,Song Ma,Xin-hong Hei</authors>
1541 | 		<jconf>CSSE (3)</jconf>
1542 | 		<id>729214</id>
1543 | 		<label>87</label>
1544 | 		<organization>Fac. of Comput. Sci. & Eng., Xi'an Univ. of Technol., Xi'an</organization>
1545 | 	</publication>
1546 | 	<publication>
1547 | 		<title>DECF: A Coarse-Grained Data-Parallel Programming Framework for Seismic Processing</title>
1548 | 		<year>2008</year>
1549 | 		<authors>Changhai Zhao,Haihua Yan,Xiaohua Shi,Lei Wang</authors>
1550 | 		<jconf>CSSE (3)</jconf>
1551 | 		<id>729350</id>
1552 | 		<label>82</label>
1553 | 		<organization>Sch. of Comput. Sci. & Eng., BeiHang Univ., Beijing</organization>
1554 | 	</publication>
1555 | 	<publication>
1556 | 		<title>A Hybrid Method for Constructing Semi-structural Process in Knowledge-Intensive Information System</title>
1557 | 		<year>2008</year>
1558 | 		<authors>Bin Zhou,Hongyan Li,Chao Li,Lei Wang,Huaqiang Zhang</authors>
1559 | 		<jconf>CSSE (4)</jconf>
1560 | 		<id>729453</id>
1561 | 		<label>10</label>
1562 | 		<organization>Sch. of EECS, Peking Univ., Peking</organization>
1563 | 	</publication>
1564 | 	<publication>
1565 | 		<title>Performance Bound Analysis and Retiming of Timed Circuits</title>
1566 | 		<year>2008</year>
1567 | 		<authors>Lei Wang,Zhiying Wang,Kui Dai</authors>
1568 | 		<jconf>ICYCS</jconf>
1569 | 		<id>730302</id>
1570 | 		<label>2</label>
1571 | 		<organization>Sch. of Comput., Nat. Univ. of Defense Technol., Changsha</organization>
1572 | 	</publication>
1573 | 	<publication>
1574 | 		<title>Research on Neighboring APs Discovery Methods in PnP WLAN</title>
1575 | 		<year>2008</year>
1576 | 		<authors>Zhiyong Feng,Litao Liang,Lei Wang,Qixun Zhang,Yifan Yu,Yong Bai,Lan Chen</authors>
1577 | 		<jconf>WCNC</jconf>
1578 | 		<id>734856</id>
1579 | 		<label>88</label>
1580 | 		<organization>Beijing Univ. of Posts & Telecommun., Beijing</organization>
1581 | 	</publication>
1582 | 	<publication>
1583 | 		<title>A CCI-Feedback-Aided Scheduling Technique for MU-MIMO</title>
1584 | 		<year>2008</year>
1585 | 		<authors>Keying Wu,Lei Wang,Liyu Cai</authors>
1586 | 		<jconf>WCNC</jconf>
1587 | 		<id>734868</id>
1588 | 		<label>84</label>
1589 | 		<organization>Alcatel Shanghai Bell Co. Ltd., Shanghai</organization>
1590 | 	</publication>
1591 | 	<publication>
1592 | 		<title>Evaluation Mode Research on Particle Swarm Optimization Algorithm</title>
1593 | 		<year>2007</year>
1594 | 		<authors>Qi Kang,Lei Wang,Hui Xiao,Qidi Wu</authors>
1595 | 		<jconf>ICNSC</jconf>
1596 | 		<id>735557</id>
1597 | 		<label>67</label>
1598 | 		<organization>Tongji Univ., Shanghai</organization>
1599 | 	</publication>
1600 | 	<publication>
1601 | 		<title>Traffic Intelligent Optimization and Local Traffic-Flow Control Inside Shanghai-EXPO-Area</title>
1602 | 		<year>2007</year>
1603 | 		<authors>Lei Wang,Qi Kang,Hui Xiao,Qidi Wu</authors>
1604 | 		<jconf>ICNSC</jconf>
1605 | 		<id>735627</id>
1606 | 		<label>67</label>
1607 | 		<organization>Tongji Univ., Shanghai</organization>
1608 | 	</publication>
1609 | 	<publication>
1610 | 		<title>Hybrid Neural Network Architecture for On-Line Learning</title>
1611 | 		<year>2008</year>
1612 | 		<authors>Yuhua Chen,Subhash Kak,Lei Wang</authors>
1613 | 		<jconf>CoRR</jconf>
1614 | 		<id>828526</id>
1615 | 		<label>85</label>
1616 | 		<organization>null</organization>
1617 | 	</publication>
1618 | 	<publication>
1619 | 		<title>Low-Complex Equalization for Single Carrier Systems Employing Cyclic Prefix over Time-Variant Channels</title>
1620 | 		<year>2007</year>
1621 | 		<authors>Feng Li,Shihua Zhu,Lei Wang</authors>
1622 | 		<jconf>IEICE Transactions</jconf>
1623 | 		<id>895849</id>
1624 | 		<label>96</label>
1625 | 		<organization>null</organization>
1626 | 	</publication>
1627 | 	<publication>
1628 | 		<title>Visual Secret Sharing Schemes for Multiple Secret Images Allowing the Rotation of Shares</title>
1629 | 		<year>2006</year>
1630 | 		<authors>Mitsugu Iwamoto,Lei Wang,Kazuki Yoneyama,Noboru Kunihiro,Kazuo Ohta</authors>
1631 | 		<jconf>IEICE Transactions</jconf>
1632 | 		<id>897176</id>
1633 | 		<label>30</label>
1634 | 		<organization>null</organization>
1635 | 	</publication>
1636 | 	<publication>
1637 | 		<title>Round-Robin with VirtualClock Scheduling Algorithm in Multiservice Packet Networks</title>
1638 | 		<year>2006</year>
1639 | 		<authors>Lei Wang,Mike H. MacGregor</authors>
1640 | 		<jconf>IEICE Transactions</jconf>
1641 | 		<id>898068</id>
1642 | 		<label>82</label>
1643 | 		<organization>null</organization>
1644 | 	</publication>
1645 | 	<publication>
1646 | 		<title>Khatri-Rao Unitary Space-Time Modulation</title>
1647 | 		<year>2006</year>
1648 | 		<authors>Lei Wang,Shihua Zhu,Jun Wang,Yanxing Zeng</authors>
1649 | 		<jconf>IEICE Transactions</jconf>
1650 | 		<id>898261</id>
1651 | 		<label>96</label>
1652 | 		<organization>null</organization>
1653 | 	</publication>
1654 | 	<publication>
1655 | 		<title>New Message Differences for Collision Attacks on MD4 and MD5</title>
1656 | 		<year>2008</year>
1657 | 		<authors>Yu Sasaki,Lei Wang,Noboru Kunihiro,Kazuo Ohta</authors>
1658 | 		<jconf>IEICE Transactions</jconf>
1659 | 		<id>899892</id>
1660 | 		<label>30</label>
1661 | 		<organization>null</organization>
1662 | 	</publication>
1663 | 	<publication>
1664 | 		<title>Exact Distribution of the Amplitude of Adaptively Selected OFDM Signal Samples</title>
1665 | 		<year>2008</year>
1666 | 		<authors>Lei Wang,Dongweon Yoon,Sang Kyu Park</authors>
1667 | 		<jconf>IEICE Transactions</jconf>
1668 | 		<id>899925</id>
1669 | 		<label>93</label>
1670 | 		<organization>null</organization>
1671 | 	</publication>
1672 | 	<publication>
1673 | 		<title>Active Shape-from-Shadows with Controlled Illuminant Trajectories</title>
1674 | 		<year>2001</year>
1675 | 		<authors>James J. Clark,Lei Wang</authors>
1676 | 		<jconf>International Journal of Computer Vision</jconf>
1677 | 		<id>907653</id>
1678 | 		<label>54</label>
1679 | 		<organization>Department of Psychiatry, Washington University School of Medicine, St. Louis, MO, 63110</organization>
1680 | 	</publication>
1681 | 	<publication>
1682 | 		<title>A Sub-Vector Weighting Scheme for Image Retrieval with Relevance Feedback</title>
1683 | 		<year>2002</year>
1684 | 		<authors>Lei Wang,Kap Luk Chan,Xuejian Xiong</authors>
1685 | 		<jconf>Int. J. Image Graphics</jconf>
1686 | 		<id>910442</id>
1687 | 		<label>5</label>
1688 | 		<organization>null</organization>
1689 | 	</publication>
1690 | 	<publication>
1691 | 		<title>A fast approximate algorithm for training L1-SVMs in primal space</title>
1692 | 		<year>2007</year>
1693 | 		<authors>Lei Wang,Shixin Sun,Kai Zhang</authors>
1694 | 		<jconf>Neurocomputing</jconf>
1695 | 		<id>917784</id>
1696 | 		<label>76</label>
1697 | 		<organization>null</organization>
1698 | 	</publication>
1699 | 	<publication>
1700 | 		<title>Delivering a Fully Interactive Mobile TV</title>
1701 | 		<year>2006</year>
1702 | 		<authors>Dian Tjondronegoro,Lei Wang,Adrien Joly</authors>
1703 | 		<jconf>IJWIS</jconf>
1704 | 		<id>922153</id>
1705 | 		<label>79</label>
1706 | 		<organization>null</organization>
1707 | 	</publication>
1708 | 	<publication>
1709 | 		<title>Active Network Supports for Mobile IP</title>
1710 | 		<year>2001</year>
1711 | 		<authors>Yueming Lu,Depei Qian,Bin Xu,Lei Wang</authors>
1712 | 		<jconf>J. Comput. Sci. Technol.</jconf>
1713 | 		<id>973619</id>
1714 | 		<label>95</label>
1715 | 		<organization>null</organization>
1716 | 	</publication>
1717 | 	<publication>
1718 | 		<title>Provisioning QoS Guarantee by Multipath Routing and Reservation in Ad Hoc Networks</title>
1719 | 		<year>2004</year>
1720 | 		<authors>Yantai Shu,Guang-Hong Wang,Lei Wang,Oliver W. W. Yang,Yong-Jie Fan</authors>
1721 | 		<jconf>J. Comput. Sci. Technol.</jconf>
1722 | 		<id>973758</id>
1723 | 		<label>94</label>
1724 | 		<organization>null</organization>
1725 | 	</publication>
1726 | 	<publication>
1727 | 		<title>Towards achieving reliable and high-performance nanocomputing via dynamic redundancy allocation</title>
1728 | 		<year>2009</year>
1729 | 		<authors>Shuo Wang,Lei Wang,Faquir Jain</authors>
1730 | 		<jconf>JETC</jconf>
1731 | 		<id>980653</id>
1732 | 		<label>44</label>
1733 | 		<organization>University of Connecticut, Storrs, CT</organization>
1734 | 	</publication>
1735 | 	<publication>
1736 | 		<title>Achieving Scalable Parallel Molecular Dynamics Using Dynamic Spatial Domain Decomposition Techniques</title>
1737 | 		<year>1997</year>
1738 | 		<authors>Lars S. Nyland,Jan Prins,Ru Huai Yun,Jan Hermans,Hye-Chung Kum,Lei Wang</authors>
1739 | 		<jconf>J. Parallel Distrib. Comput.</jconf>
1740 | 		<id>989395</id>
1741 | 		<label>69</label>
1742 | 		<organization>null</organization>
1743 | 	</publication>
1744 | 	<publication>
1745 | 		<title>Automatic image annotation and retrieval using weighted feature selection</title>
1746 | 		<year>2006</year>
1747 | 		<authors>Lei Wang,Latifur Khan</authors>
1748 | 		<jconf>Multimedia Tools Appl.</jconf>
1749 | 		<id>1016939</id>
1750 | 		<label>74</label>
1751 | 		<organization>Department of Computer Science, University of Texas at Dallas, Richardson, USA 75083</organization>
1752 | 	</publication>
1753 | 	<publication>
1754 | 		<title>Generalized 2D principal component analysis for face image representation and recognition</title>
1755 | 		<year>2005</year>
1756 | 		<authors>Hui Kong,Lei Wang,Eam Khwang Teoh,Xuchun Li,Jian-Gang Wang,Ronda Venkateswarlu</authors>
1757 | 		<jconf>Neural Networks</jconf>
1758 | 		<id>1026665</id>
1759 | 		<label>5</label>
1760 | 		<organization>null</organization>
1761 | 	</publication>
1762 | 	<publication>
1763 | 		<title>A Dynamic Sub-vector Weighting Scheme for Image Retrieval with Relevance Feedback</title>
1764 | 		<year>2003</year>
1765 | 		<authors>Lei Wang,Kap Luk Chan</authors>
1766 | 		<jconf>Pattern Anal. Appl.</jconf>
1767 | 		<id>1030371</id>
1768 | 		<label>5</label>
1769 | 		<organization>null</organization>
1770 | 	</publication>
1771 | 	<publication>
1772 | 		<title>Error Analysis of Pure Rotation-Based Self-Calibration</title>
1773 | 		<year>2004</year>
1774 | 		<authors>Lei Wang,Sing Bing Kang,Heung-Yeung Shum,Guangyou Xu</authors>
1775 | 		<jconf>IEEE Trans. Pattern Anal. Mach. Intell.</jconf>
1776 | 		<id>1033292</id>
1777 | 		<label>23</label>
1778 | 		<organization>Dept. of Comput. Sci. & Technol., Tsinghua Univ., Beijing, China</organization>
1779 | 	</publication>
1780 | 	<publication>
1781 | 		<title>An Approximate Solution for Queuing Network Models of a Burst-Level Traffic Control Scheme in ATM WAN</title>
1782 | 		<year>1998</year>
1783 | 		<authors>Lei Wang,Carl McCrosky</authors>
1784 | 		<jconf>Perform. Eval.</jconf>
1785 | 		<id>1037276</id>
1786 | 		<label>77</label>
1787 | 		<organization>null</organization>
1788 | 	</publication>
1789 | 	<publication>
1790 | 		<title>MRF parameter estimation by MCMC method</title>
1791 | 		<year>2000</year>
1792 | 		<authors>Lei Wang,Jun Liu,Stan Z. Li</authors>
1793 | 		<jconf>Pattern Recognition</jconf>
1794 | 		<id>1041838</id>
1795 | 		<label>99</label>
1796 | 		<organization>null</organization>
1797 | 	</publication>
1798 | 	<publication>
1799 | 		<title>Texture segmentation based on MRMRF modeling</title>
1800 | 		<year>2000</year>
1801 | 		<authors>Lei Wang,Jun Liu</authors>
1802 | 		<jconf>Pattern Recognition Letters</jconf>
1803 | 		<id>1046162</id>
1804 | 		<label>99</label>
1805 | 		<organization>null</organization>
1806 | 	</publication>
1807 | 	<publication>
1808 | 		<title>Texture classification using multiresolution Markov random field models</title>
1809 | 		<year>1999</year>
1810 | 		<authors>Lei Wang,Jun Liu</authors>
1811 | 		<jconf>Pattern Recognition Letters</jconf>
1812 | 		<id>1046165</id>
1813 | 		<label>99</label>
1814 | 		<organization>null</organization>
1815 | 	</publication>
1816 | 	<publication>
1817 | 		<title>Analysis of Deskew Signaling Via Adaptive Timing</title>
1818 | 		<year>2009</year>
1819 | 		<authors>Shuo Wang,Lei Wang</authors>
1820 | 		<jconf>IEEE Trans. on CAD of Integrated Circuits and Systems</jconf>
1821 | 		<id>1086848</id>
1822 | 		<label>44</label>
1823 | 		<organization>Univ. of Connecticut, Storrs, CT</organization>
1824 | 	</publication>
1825 | 	<publication>
1826 | 		<title>Call admission control for integrated on/off voice and best-effort data services in mobile cellular communications</title>
1827 | 		<year>2004</year>
1828 | 		<authors>Chi Wa Leong,Weihua Zhuang,Yu Cheng,Lei Wang</authors>
1829 | 		<jconf>IEEE Transactions on Communications</jconf>
1830 | 		<id>1087521</id>
1831 | 		<label>98</label>
1832 | 		<organization>Dept. of Electr. & Comput. Eng., Univ. of Waterloo, Ont., Canada</organization>
1833 | 	</publication>
1834 | 	<publication>
1835 | 		<title>Calculation of Loss Probability in a Finite Size Partitioned Buffer for Quantitative Assured Service</title>
1836 | 		<year>2007</year>
1837 | 		<authors>Yu Cheng,Weihua Zhuang,Lei Wang</authors>
1838 | 		<jconf>IEEE Transactions on Communications</jconf>
1839 | 		<id>1088029</id>
1840 | 		<label>98</label>
1841 | 		<organization>null</organization>
1842 | 	</publication>
1843 | 	<publication>
1844 | 		<title>Large Deformation Diffeomorphism and Momentum Based Hippocampal Shape Discrimination in Dementia of the Alzheimer type</title>
1845 | 		<year>2007</year>
1846 | 		<authors>Lei Wang,Mirza Faisal Beg,J. Tilak Ratnanather,C. Ceritoglu,Laurent Younes,J. C. Morris,John G. Csernansky,Michael I. Miller</authors>
1847 | 		<jconf>IEEE Trans. Med. Imaging</jconf>
1848 | 		<id>1115910</id>
1849 | 		<label>97</label>
1850 | 		<organization>Dept. of Psychiatry, Washington Univ. Sch. of Med., St. Louis, MO</organization>
1851 | 	</publication>
1852 | 	<publication>
1853 | 		<title>A novel genetic algorithm based on immunity</title>
1854 | 		<year>2000</year>
1855 | 		<authors>Licheng Jiao,Lei Wang</authors>
1856 | 		<jconf>IEEE Transactions on Systems, Man, and Cybernetics, Part A</jconf>
1857 | 		<id>1131368</id>
1858 | 		<label>49</label>
1859 | 		<organization>Key Lab. for Radar Signal Process., Xidian Univ., Xi'an</organization>
1860 | 	</publication>
1861 | 	<publication>
1862 | 		<title>A criterion for optimizing kernel parameters in KBDA for image retrieval</title>
1863 | 		<year>2005</year>
1864 | 		<authors>Lei Wang,Kap Luk Chan,Ping Xue</authors>
1865 | 		<jconf>IEEE Transactions on Systems, Man, and Cybernetics, Part B</jconf>
1866 | 		<id>1132314</id>
1867 | 		<label>5</label>
1868 | 		<organization>Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore</organization>
1869 | 	</publication>
1870 | 	<publication>
1871 | 		<title>Two Criteria for Model Selection in Multiclass Support Vector Machines</title>
1872 | 		<year>2008</year>
1873 | 		<authors>Lei Wang,Ping Xue,Kap Luk Chan</authors>
1874 | 		<jconf>IEEE Transactions on Systems, Man, and Cybernetics, Part B</jconf>
1875 | 		<id>1133380</id>
1876 | 		<label>5</label>
1877 | 		<organization>Res. Sch. of Inf. Sci. & Eng., Australian Nat. Univ., Canberra, ACT</organization>
1878 | 	</publication>
1879 | 	<publication>
1880 | 		<title>Time multiplexed color image processing based on a CNN with cell-state outputs</title>
1881 | 		<year>1998</year>
1882 | 		<authors>Lei Wang,Jose Pineda de Gyvez,Edgar Sanchez-Sinencio</authors>
1883 | 		<jconf>IEEE Trans. VLSI Syst.</jconf>
1884 | 		<id>1135181</id>
1885 | 		<label>103</label>
1886 | 		<organization>Dept. of Electr. Eng., Texas A&M Univ., College Station, TX</organization>
1887 | 	</publication>
1888 | 	<publication>
1889 | 		<title>Energy-efficiency bounds for deep submicron VLSI systems in the presence of noise</title>
1890 | 		<year>2003</year>
1891 | 		<authors>Lei Wang,Naresh R. Shanbhag</authors>
1892 | 		<jconf>IEEE Trans. VLSI Syst.</jconf>
1893 | 		<id>1135589</id>
1894 | 		<label>70</label>
1895 | 		<organization>Microprocessor Technology Laboratories, Hewlett-Packard Company, Fort Collins, CO</organization>
1896 | 	</publication>
1897 | 	<publication>
1898 | 		<title>Low-power MIMO signal processing</title>
1899 | 		<year>2003</year>
1900 | 		<authors>Lei Wang,Naresh R. Shanbhag</authors>
1901 | 		<jconf>IEEE Trans. VLSI Syst.</jconf>
1902 | 		<id>1135632</id>
1903 | 		<label>70</label>
1904 | 		<organization>Microprocessor Technology Laboratories, Hewlett Packard Company, Fort Collins, CO</organization>
1905 | 	</publication>
1906 | 	<publication>
1907 | 		<title>Improving Error Tolerance for Multithreaded Register Files</title>
1908 | 		<year>2008</year>
1909 | 		<authors>Lei Wang,Niral Patel</authors>
1910 | 		<jconf>IEEE Trans. VLSI Syst.</jconf>
1911 | 		<id>1135809</id>
1912 | 		<label>44</label>
1913 | 		<organization>Dept. of Electr. & Comput. Eng., Univ. of Connecticut, Storrs, CT</organization>
1914 | 	</publication>
1915 | 	<publication>
1916 | 		<title>A novel multi-resolution video representation scheme based on kernel PCA</title>
1917 | 		<year>2006</year>
1918 | 		<authors>Xiao-Dong Yu,Lei Wang,Qi Tian,Ping Xue</authors>
1919 | 		<jconf>The Visual Computer</jconf>
1920 | 		<id>1137186</id>
1921 | 		<label>5</label>
1922 | 		<organization>School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore, Singapore</organization>
1923 | 	</publication>
1924 | 	<publication>
1925 | 		<title>A novel ecological particle swarm optimization algorithm and its population dynamics analysis</title>
1926 | 		<year>2008</year>
1927 | 		<authors>Qi Kang,Lei Wang,Qidi Wu</authors>
1928 | 		<jconf>Applied Mathematics and Computation</jconf>
1929 | 		<id>1149245</id>
1930 | 		<label>67</label>
1931 | 		<organization>null</organization>
1932 | 	</publication>
1933 | 	<publication>
1934 | 		<title>Research and Implementation of a 32-Bit Asynchronous Multiplier</title>
1935 | 		<year>2006</year>
1936 | 		<authors>Yong Li,Lei Wang,Rui Gong,Kui Dai,Zhiying Wang</authors>
1937 | 		<jconf>Journal of Computer Research and Development</jconf>
1938 | 		<id>1163164</id>
1939 | 		<label>2</label>
1940 | 		<organization>null</organization>
1941 | 	</publication>
1942 | 	<publication>
1943 | 		<title>A call admission control scheme for packet data in CDMA cellular communications</title>
1944 | 		<year>2006</year>
1945 | 		<authors>Lei Wang,Weihua Zhuang</authors>
1946 | 		<jconf>IEEE Transactions on Wireless Communications</jconf>
1947 | 		<id>1176535</id>
1948 | 		<label>98</label>
1949 | 		<organization>Dept. of Electr. & Comput. Eng., Waterloo Univ., Ont., Canada</organization>
1950 | 	</publication>
1951 | 	<publication>
1952 | 		<title>Low-Complexity Analysis of Repetitive Regularities for Biometric Applications</title>
1953 | 		<year>2007</year>
1954 | 		<authors>Lei Wang,Niral Patel</authors>
1955 | 		<jconf>JCP</jconf>
1956 | 		<id>1184440</id>
1957 | 		<label>44</label>
1958 | 		<organization>null</organization>
1959 | 	</publication>
1960 | 	<publication>
1961 | 		<title>Managing and Mining Multimedia Data, Animations and Annotations</title>
1962 | 		<year>2008</year>
1963 | 		<authors>Bhavani M. Thuraisingham,B. Prabhakaran,Latifur Khan,Lei Wang</authors>
1964 | 		<jconf>Wiley Encyclopedia of Computer Science and Engineering</jconf>
1965 | 		<id>1200614</id>
1966 | 		<label>74</label>
1967 | 		<organization>null</organization>
1968 | 	</publication>
1969 | 	<publication>
1970 | 		<title>Association based immune network for multimodal function optimization</title>
1971 | 		<year>2009</year>
1972 | 		<authors>Qingzheng Xu,Jing Si,Lei Wang</authors>
1973 | 		<jconf>GEC Summit</jconf>
1974 | 		<id>1207589</id>
1975 | 		<label>101</label>
1976 | 		<organization>Xi'an University of Technology, Xi'an, China</organization>
1977 | 	</publication>
1978 | 	<publication>
1979 | 		<title>Chaos Control of Lorenz System Using Small Gain Theorem</title>
1980 | 		<year>2009</year>
1981 | 		<authors>Lei Wang,Jian-Hao Xu,Ti-Biao Wang</authors>
1982 | 		<jconf>ISNN (2)</jconf>
1983 | 		<id>1211325</id>
1984 | 		<label>102</label>
1985 | 		<organization>Department of Applied Mathematics and Statistics, Hubei University of Economics, Wuhan, China 430205</organization>
1986 | 	</publication>
1987 | 	<publication>
1988 | 		<title>Synchronization between Two Different Hyperchaotic Dynamical Systems Using Nonlinear Control</title>
1989 | 		<year>2009</year>
1990 | 		<authors>Lei Wang,Yong Xu</authors>
1991 | 		<jconf>ISNN (2)</jconf>
1992 | 		<id>1211377</id>
1993 | 		<label>102</label>
1994 | 		<organization>Department of Applied Mathematics and Statistics, Hubei University of Economics, Wuhan, China 430205</organization>
1995 | 	</publication>
1996 | 	<publication>
1997 | 		<title>Selective Ensemble Algorithms of Support Vector Machines Based on Constraint Projection</title>
1998 | 		<year>2009</year>
1999 | 		<authors>Lei Wang,Yong Yang</authors>
2000 | 		<jconf>ISNN (2)</jconf>
2001 | 		<id>1211405</id>
2002 | 		<label>76</label>
2003 | 		<organization>School of Economics Information Engineering, Southwest University of Finance and Economics, Chengdu, China 610074 and Research Center of China Payment System, Southwest University of Finance and Economics, Chengdu, China 610074</organization>
2004 | 	</publication>
2005 | 	<publication>
2006 | 		<title>MM-Correction: Meta-analysis-Based Multiple Hypotheses Correction in Omic Studies</title>
2007 | 		<year>2008</year>
2008 | 		<authors>Christine Nardini,Lei Wang,Hesen Peng,Luca Benini,Michael D. Kuo</authors>
2009 | 		<jconf>BIOSTEC (Selected Papers)</jconf>
2010 | 		<id>1216116</id>
2011 | 		<label>100</label>
2012 | 		<organization>null</organization>
2013 | 	</publication>
2014 | 	<publication>
2015 | 		<title>HxH: a hop-by-hop transport protocol for multi-hop wireless networks</title>
2016 | 		<year>2008</year>
2017 | 		<authors>Daniel Scofield,Lei Wang,Daniel Zappala</authors>
2018 | 		<jconf>WICON</jconf>
2019 | 		<id>1217468</id>
2020 | 		<label>66</label>
2021 | 		<organization>Brigham Young University</organization>
2022 | 	</publication>
2023 | 	<publication>
2024 | 		<title>Measurement and Statistics of Application Business in Complex Internet</title>
2025 | 		<year>2009</year>
2026 | 		<authors>Lei Wang,Yang Li,Yipeng Li,Shuhang Wu,Shiji Song,Yong Ren</authors>
2027 | 		<jconf>Complex (1)</jconf>
2028 | 		<id>1217826</id>
2029 | 		<label>106</label>
2030 | 		<organization>null</organization>
2031 | 	</publication>
2032 | 	<publication>
2033 | 		<title>Modeling and Robustness Analysis of Biochemical Networks of Glycerol Metabolism by Klebsiella Pneumoniae</title>
2034 | 		<year>2009</year>
2035 | 		<authors>Jianxiong Ye,Enmin Feng,Lei Wang,Zhilong Xiu,Yaqin Sun</authors>
2036 | 		<jconf>Complex (1)</jconf>
2037 | 		<id>1217875</id>
2038 | 		<label>105</label>
2039 | 		<organization>null</organization>
2040 | 	</publication>
2041 | 	<publication>
2042 | 		<title>Modeling and Properties of Nonlinear Stochastic Dynamical System of Continuous Culture</title>
2043 | 		<year>2009</year>
2044 | 		<authors>Lei Wang,Enmin Feng,Jianxiong Ye,Zhilong Xiu</authors>
2045 | 		<jconf>Complex (1)</jconf>
2046 | 		<id>1217894</id>
2047 | 		<label>105</label>
2048 | 		<organization>null</organization>
2049 | 	</publication>
2050 | 	<publication>
2051 | 		<title>Phoenix Cloud : Consolidating Heterogeneous Workloads of Large Organizations on Cloud Computing Platforms</title>
2052 | 		<year>2009</year>
2053 | 		<authors>Jianfeng Zhan,Lei Wang,Bibo Tu,Yong Li,Peng Wang,Wei Zhou,Dan Meng</authors>
2054 | 		<jconf>CoRR</jconf>
2055 | 		<id>1222797</id>
2056 | 		<label>16</label>
2057 | 		<organization>null</organization>
2058 | 	</publication>
2059 | 	<publication>
2060 | 		<title>Variable Block Size Motion Vector Retrieval Schemes for H.264 Inter Frame Error Concealment</title>
2061 | 		<year>2008</year>
2062 | 		<authors>Lei Wang,Jun Wang,Satoshi Goto,Takeshi Ikenaga</authors>
2063 | 		<jconf>IEICE Transactions</jconf>
2064 | 		<id>1224452</id>
2065 | 		<label>96</label>
2066 | 		<organization>null</organization>
2067 | 	</publication>
2068 | 	<publication>
2069 | 		<title>Standard Deviation and Intra Prediction Mode Based Adaptive Spatial Error Concealment (SEC) in H.264/AVC</title>
2070 | 		<year>2008</year>
2071 | 		<authors>Jun Wang,Lei Wang,Takeshi Ikenaga,Satoshi Goto</authors>
2072 | 		<jconf>IEICE Transactions</jconf>
2073 | 		<id>1224457</id>
2074 | 		<label>96</label>
2075 | 		<organization>null</organization>
2076 | 	</publication>
2077 | 	<publication>
2078 | 		<title>Near-Collision Attacks on MD4: Applied to MD4-Based Protocols</title>
2079 | 		<year>2009</year>
2080 | 		<authors>Lei Wang,Kazuo Ohta,Noboru Kunihiro</authors>
2081 | 		<jconf>IEICE Transactions</jconf>
2082 | 		<id>1224576</id>
2083 | 		<label>30</label>
2084 | 		<organization>null</organization>
2085 | 	</publication>
2086 | 	<publication>
2087 | 		<title>Extended Password Recovery Attacks against APOP, SIP, and Digest Authentication</title>
2088 | 		<year>2009</year>
2089 | 		<authors>Yu Sasaki,Lei Wang,Kazuo Ohta,Noboru Kunihiro</authors>
2090 | 		<jconf>IEICE Transactions</jconf>
2091 | 		<id>1224646</id>
2092 | 		<label>30</label>
2093 | 		<organization>null</organization>
2094 | 	</publication>
2095 | 	<publication>
2096 | 		<title>Side Information Inserted Pilot Tone Transmission for PAPR Reduction in OFDM</title>
2097 | 		<year>2009</year>
2098 | 		<authors>Lei Wang,Dongweon Yoon,Sang Kyu Park</authors>
2099 | 		<jconf>IEICE Transactions</jconf>
2100 | 		<id>1225128</id>
2101 | 		<label>93</label>
2102 | 		<organization>null</organization>
2103 | 	</publication>
2104 | 	<publication>
2105 | 		<title>Feature Selection with Kernel Class Separability</title>
2106 | 		<year>2008</year>
2107 | 		<authors>Lei Wang</authors>
2108 | 		<jconf>IEEE Trans. Pattern Anal. Mach. Intell.</jconf>
2109 | 		<id>1226665</id>
2110 | 		<label>5</label>
2111 | 		<organization>Res. Sch. of Inf. Sci. & Eng., Australian Nat. Univ., Canberra, ACT</organization>
2112 | 	</publication>
2113 | 	<publication>
2114 | 		<title>A new algorithm for solving classical Blasius equation</title>
2115 | 		<year>2004</year>
2116 | 		<authors>Lei Wang</authors>
2117 | 		<jconf>Applied Mathematics and Computation</jconf>
2118 | 		<id>1229413</id>
2119 | 		<label>104</label>
2120 | 		<organization>null</organization>
2121 | 	</publication>
2122 | 	<publication>
2123 | 		<title>A novel method for a class of nonlinear singular perturbation problems</title>
2124 | 		<year>2004</year>
2125 | 		<authors>Lei Wang</authors>
2126 | 		<jconf>Applied Mathematics and Computation</jconf>
2127 | 		<id>1229485</id>
2128 | 		<label>104</label>
2129 | 		<organization>null</organization>
2130 | 	</publication>
2131 | 	<publication>
2132 | 		<title>A Kernel-Induced Space Selection Approach to Model Selection in KLDA</title>
2133 | 		<year>2008</year>
2134 | 		<authors>Lei Wang,Kap Luk Chan,Ping Xue,Luping Zhou</authors>
2135 | 		<jconf>IEEE Transactions on Neural Networks</jconf>
2136 | 		<id>1230440</id>
2137 | 		<label>5</label>
2138 | 		<organization>null</organization>
2139 | 	</publication>
2140 | 	<publication>
2141 | 		<title>An efficient clustering algorithm for large-scale topical web pages</title>
2142 | 		<year>2009</year>
2143 | 		<authors>Lei Wang,Peng Chen,Lian'en Huang</authors>
2144 | 		<jconf>CIKM</jconf>
2145 | 		<id>1239305</id>
2146 | 		<label>20</label>
2147 | 		<organization>Peking University, Shenzhen, China</organization>
2148 | 	</publication>
2149 | 	<publication>
2150 | 		<title>Linux kernels as complex networks: A novel method to study evolution</title>
2151 | 		<year>2009</year>
2152 | 		<authors>Lei Wang,Zheng Wang,Chen Yang,Li Zhang,Qiang Ye</authors>
2153 | 		<jconf>ICSM</jconf>
2154 | 		<id>1248509</id>
2155 | 		<label>82</label>
2156 | 		<organization>Sch. of Comput. Sci., Beijing Univ. of Aeronaut. & Astronaut., Beijing, China</organization>
2157 | 	</publication>
2158 | 	<publication>
2159 | 		<title>Way-tagged cache: an energy-efficient L2 cache architecture under write-through policy</title>
2160 | 		<year>2009</year>
2161 | 		<authors>Jianwei Dai,Lei Wang</authors>
2162 | 		<jconf>ISLPED</jconf>
2163 | 		<id>1250844</id>
2164 | 		<label>44</label>
2165 | 		<organization>University of Connecticut, Storrs, CT, USA</organization>
2166 | 	</publication>
2167 | 	<publication>
2168 | 		<title>Bit-Free Collision: Application to APOP Attack</title>
2169 | 		<year>2009</year>
2170 | 		<authors>Lei Wang,Yu Sasaki,Kazuo Sakiyama,Kazuo Ohta</authors>
2171 | 		<jconf>IWSEC</jconf>
2172 | 		<id>1251529</id>
2173 | 		<label>30</label>
2174 | 		<organization>The University of Electro-Communications, Tokyo, Japan 182-8585</organization>
2175 | 	</publication>
2176 | 	<publication>
2177 | 		<title>In cloud, do MTC or HTC service providers benefit from the economies of scale?</title>
2178 | 		<year>2009</year>
2179 | 		<authors>Lei Wang,Jianfeng Zhan,Weisong Shi,Yi Liang,Lin Yuan</authors>
2180 | 		<jconf>Computer Languages, Systems & Structures</jconf>
2181 | 		<id>1255070</id>
2182 | 		<label>16</label>
2183 | 		<organization>Chinese Academy of Sciences</organization>
2184 | 	</publication>
2185 | 	<publication>
2186 | 		<title>Layer Key Management Scheme on Wireless Sensor Networks</title>
2187 | 		<year>2009</year>
2188 | 		<authors>Qingqi Pei,Lei Wang,Hao Yin,Liaojun Pang,Hong Tang</authors>
2189 | 		<jconf>IAS</jconf>
2190 | 		<id>1260179</id>
2191 | 		<label>110</label>
2192 | 		<organization>null</organization>
2193 | 	</publication>
2194 | 	<publication>
2195 | 		<title>Cross-Layer Optimized Data Gathering in Wireless Multimedia Sensor Networks</title>
2196 | 		<year>2009</year>
2197 | 		<authors>Lei Shu,Manfred Hauswirth,Lei Wang,Yan Zhang,Jong Hyuk Park</authors>
2198 | 		<jconf>IEEE Transactions on Audio, Speech & Language Processing</jconf>
2199 | 		<id>1260797</id>
2200 | 		<label>111</label>
2201 | 		<organization>null</organization>
2202 | 	</publication>
2203 | 	<publication>
2204 | 		<title>Cooperative OFDM for energy-efficient wireless sensor networks</title>
2205 | 		<year>2008</year>
2206 | 		<authors>Weiguo Tang,Lei Wang</authors>
2207 | 		<jconf>Genomics, Proteomics & Bioinformatics</jconf>
2208 | 		<id>1262082</id>
2209 | 		<label>44</label>
2210 | 		<organization>null</organization>
2211 | 	</publication>
2212 | 	<publication>
2213 | 		<title>Defect-tolerant digital filtering with unreliable molecular electronics</title>
2214 | 		<year>2008</year>
2215 | 		<authors>Shuo Wang,Jianwei Dai,Lei Wang</authors>
2216 | 		<jconf>Genomics, Proteomics & Bioinformatics</jconf>
2217 | 		<id>1262094</id>
2218 | 		<label>44</label>
2219 | 		<organization>Dept. of Electr. & Comput. Eng., Univ. of Connecticut, Storrs, CT</organization>
2220 | 	</publication>
2221 | 	<publication>
2222 | 		<title>An Adaptive Spatial Error Concealment for H.264/AVC Video Stream</title>
2223 | 		<year>2008</year>
2224 | 		<authors>Jun Wang,Lei Wang,Takeshi Ikenaga,Satoshi Goto</authors>
2225 | 		<jconf>Business & Information Systems Engineering</jconf>
2226 | 		<id>1262321</id>
2227 | 		<label>96</label>
2228 | 		<organization>null</organization>
2229 | 	</publication>
2230 | 	<publication>
2231 | 		<title>The Design of Asynchronous Microprocessor Based on Optimized NCL_X Design-Flow</title>
2232 | 		<year>2009</year>
2233 | 		<authors>Gang Jin,Lei Wang,Zhiying Wang</authors>
2234 | 		<jconf>NAS</jconf>
2235 | 		<id>1265798</id>
2236 | 		<label>2</label>
2237 | 		<organization>Sch. of Comput. Sci., Nat. Univ. of Defense Technol., Changsha, China</organization>
2238 | 	</publication>
2239 | 	<publication>
2240 | 		<title>Positive Semidefinite Metric Learning with Boosting</title>
2241 | 		<year>2009</year>
2242 | 		<authors>Chunhua Shen,Junae Kim,Lei Wang,Anton van den Hengel</authors>
2243 | 		<jconf>CoRR</jconf>
2244 | 		<id>1269595</id>
2245 | 		<label>5</label>
2246 | 		<organization>null</organization>
2247 | 	</publication>
2248 | 	<publication>
2249 | 		<title>Utilizing quantum dot transistors with programmable threshold voltages for low-power mobile computing</title>
2250 | 		<year>2009</year>
2251 | 		<authors>Shuo Wang,Jianwei Dai,El-Sayed Hasaneen,Lei Wang,Faquir Jain</authors>
2252 | 		<jconf>JETC</jconf>
2253 | 		<id>1277559</id>
2254 | 		<label>44</label>
2255 | 		<organization>University of Connecticut</organization>
2256 | 	</publication>
2257 | 	<publication>
2258 | 		<title>Revenue Management for a Primary-Care Clinic in the Presence of Patient Choice</title>
2259 | 		<year>2008</year>
2260 | 		<authors>Diwakar Gupta,Lei Wang</authors>
2261 | 		<jconf>Synthesis Lectures on Information Concepts, Retrieval, and Services</jconf>
2262 | 		<id>1289595</id>
2263 | 		<label>109</label>
2264 | 		<organization>SmartOps Corporation, Pittsburgh, Pennsylvania 15212</organization>
2265 | 	</publication>
2266 | 	<publication>
2267 | 		<title>Capacity Management for Contract Manufacturing</title>
2268 | 		<year>2007</year>
2269 | 		<authors>Diwakar Gupta,Lei Wang</authors>
2270 | 		<jconf>Synthesis Lectures on Information Concepts, Retrieval, and Services</jconf>
2271 | 		<id>1289704</id>
2272 | 		<label>109</label>
2273 | 		<organization>SmartOps Corporation, One North Shore Center, 12 Federal Street, Pittsburgh, Pennsylvania 15212</organization>
2274 | 	</publication>
2275 | 	<publication>
2276 | 		<title>Information Acquisition in Desert Ant Navigation</title>
2277 | 		<year>2006</year>
2278 | 		<authors>Jun Gao,Lei Wang,Mei Bo,Zhiguo Fan</authors>
2279 | 		<jconf>Advances in Adaptive Data Analysis</jconf>
2280 | 		<id>1292840</id>
2281 | 		<label>108</label>
2282 | 		<organization>null</organization>
2283 | 	</publication>
2284 | 	<publication>
2285 | 		<title>Preimages for Step-Reduced SHA-2.</title>
2286 | 		<year>2009</year>
2287 | 		<authors>Kazumaro Aoki,Jian Guo,Krystian Matusiewicz,Yu Sasaki,Lei Wang</authors>
2288 | 		<jconf>null</jconf>
2289 | 		<id>1302868</id>
2290 | 		<label>30</label>
2291 | 		<organization>University of Electro-Communications, Tokyo, Japan 182-8585</organization>
2292 | 	</publication>
2293 | 	<publication>
2294 | 		<title>How to Confirm Cryptosystems Security: The Original Merkle-Damgård Is Still Alive!</title>
2295 | 		<year>2009</year>
2296 | 		<authors>Yusuke Naito,Kazuki Yoneyama,Lei Wang,Kazuo Ohta</authors>
2297 | 		<jconf>null</jconf>
2298 | 		<id>1302876</id>
2299 | 		<label>30</label>
2300 | 		<organization>The University of Electro-Communications,</organization>
2301 | 	</publication>
2302 | 	<publication>
2303 | 		<title>The Representation of Chinese Semantic Knowledge and its Application in the Document Copy Detection.</title>
2304 | 		<year>2007</year>
2305 | 		<authors>Xu Li,Guo-Hua Liu,Hui-Dong Ma,Lei Wang</authors>
2306 | 		<jconf>null</jconf>
2307 | 		<id>1303721</id>
2308 | 		<label>107</label>
2309 | 		<organization>null</organization>
2310 | 	</publication>
2311 | 	<publication>
2312 | 		<title>A Study of Side-Channel Effects in Reliability-Enhancing Techniques.</title>
2313 | 		<year>2009</year>
2314 | 		<authors>Jianwei Dai,Lei Wang</authors>
2315 | 		<jconf>null</jconf>
2316 | 		<id>1305565</id>
2317 | 		<label>44</label>
2318 | 		<organization>null</organization>
2319 | 	</publication>
2320 | 	<publication>
2321 | 		<title>The Application of Non-linear Regression Method to the Functional Connectivity during the Encoding and the Retrieval of Chinese Semantic Memory.</title>
2322 | 		<year>2009</year>
2323 | 		<authors>Manling Ge,Guoya Dong,Tingting Wang,Li Yang,XueLian Pang,Lei Wang</authors>
2324 | 		<jconf>null</jconf>
2325 | 		<id>1306384</id>
2326 | 		<label>22</label>
2327 | 		<organization>Province-Minist. Joint Key Lab. of Electromagn. Field & Electr. Apparatus Reliability, Hebei Univ. of Technol., Tianjin, China</organization>
2328 | 	</publication>
2329 | 	<publication>
2330 | 		<title>Fault Diagnosis of Regenerative Water Heater Based-On Multi-class Support Vector Machines.</title>
2331 | 		<year>2009</year>
2332 | 		<authors>Lei Wang,Rui-qing Zhang</authors>
2333 | 		<jconf>null</jconf>
2334 | 		<id>1306394</id>
2335 | 		<label>19</label>
2336 | 		<organization>null</organization>
2337 | 	</publication>
2338 | 	<publication>
2339 | 		<title>Continuity Properties of Equilibria in Some Fisher and Arrow-Debreu Market Models.</title>
2340 | 		<year>2009</year>
2341 | 		<authors>Vijay V. Vazirani,Lei Wang</authors>
2342 | 		<jconf>null</jconf>
2343 | 		<id>1310348</id>
2344 | 		<label>14</label>
2345 | 		<organization>College of Computing, Georgia Institute of Technology, Atlanta 30332---0280</organization>
2346 | 	</publication>
2347 | 	<publication>
2348 | 		<title>A Robust Closed-Loop Control Algorithm for Mean Arterial Blood Pressure Regulation.</title>
2349 | 		<year>2009</year>
2350 | 		<authors>Guan-Zheng Liu,Lei Wang,Yuan-Ting Zhang</authors>
2351 | 		<jconf>null</jconf>
2352 | 		<id>1310873</id>
2353 | 		<label>26</label>
2354 | 		<organization>Shenzhen Inst. of Adv. Technol., Chinese Acad. of Sci., Shenzhen, China</organization>
2355 | 	</publication>
2356 | 	<publication>
2357 | 		<title>Data Compression Algorithm Based on Hierarchical Cluster Model for Sensor Networks.</title>
2358 | 		<year>2008</year>
2359 | 		<authors>Tongsen Wang,Lei Wang,Zhijun Xie,Ronghua Yang</authors>
2360 | 		<jconf>null</jconf>
2361 | 		<id>1312122</id>
2362 | 		<label>28</label>
2363 | 		<organization>null</organization>
2364 | 	</publication>
2365 | 	<publication>
2366 | 		<title>NetTopo: Beyond Simulator and Visualizer for Wireless Sensor Networks.</title>
2367 | 		<year>2008</year>
2368 | 		<authors>Lei Shu,Chun Wu,Yan Zhang,Jiming Chen,Lei Wang,Manfred Hauswirth</authors>
2369 | 		<jconf>null</jconf>
2370 | 		<id>1312233</id>
2371 | 		<label>111</label>
2372 | 		<organization>Digital Enterprise Res. Inst., Nat. Univ. of Ireland, Galway, Ireland</organization>
2373 | 	</publication>
2374 | 	<publication>
2375 | 		<title>Planning and Control of Biped Walking along Curved Paths on Unknown and Uneven Terrain.</title>
2376 | 		<year>2009</year>
2377 | 		<authors>GuoQing Zhang,Ming Xie,Hang Yin,Lei Wang,HeJin Yang</authors>
2378 | 		<jconf>null</jconf>
2379 | 		<id>1312622</id>
2380 | 		<label>24</label>
2381 | 		<organization>School of Mechanical and Aerospace Engineering, Nanyang Technological University, Singapore 637553</organization>
2382 | 	</publication>
2383 | 	<publication>
2384 | 		<title>A New Rights Processing Method for DRM Systems.</title>
2385 | 		<year>2009</year>
2386 | 		<authors>Lei Wang,Peiyu Guo,Jinhui Xie,Yingying Yao,Jinchun Liang</authors>
2387 | 		<jconf>null</jconf>
2388 | 		<id>1315200</id>
2389 | 		<label>31</label>
2390 | 		<organization>Inf. Eng. Sch., Commun. Univ. of China, Beijing</organization>
2391 | 	</publication>
2392 | 	<publication>
2393 | 		<title>Traffic Localizing Strategy for Peer-to-Peer Systems.</title>
2394 | 		<year>2009</year>
2395 | 		<authors>Lei Wang,Yong Ren,Yue Wang,Jian Yuan,Shiji Song,Xiuming Shan</authors>
2396 | 		<jconf>null</jconf>
2397 | 		<id>1317200</id>
2398 | 		<label>23</label>
2399 | 		<organization>Dept. of Autom., Tsinghua Univ., Beijing, China</organization>
2400 | 	</publication>
2401 | 	<publication>
2402 | 		<title>Service View Description of a Service Oriented C4ISR Architecture Framework.</title>
2403 | 		<year>2009</year>
2404 | 		<authors>Lei Wang,Ai-min Luo</authors>
2405 | 		<jconf>null</jconf>
2406 | 		<id>1318104</id>
2407 | 		<label>29</label>
2408 | 		<organization>null</organization>
2409 | 	</publication>
2410 | 	<publication>
2411 | 		<title>A New Description Language for Data-Driven Asynchronous Circuits and its Design Flow.</title>
2412 | 		<year>2009</year>
2413 | 		<authors>Gang Jin,Lei Wang,Zhiying Wang</authors>
2414 | 		<jconf>null</jconf>
2415 | 		<id>1318494</id>
2416 | 		<label>2</label>
2417 | 		<organization>null</organization>
2418 | 	</publication>
2419 | 	<publication>
2420 | 		<title>Handling Significant Scale Difference for Object Retrieval in a Supermarket.</title>
2421 | 		<year>2009</year>
2422 | 		<authors>Yuhang Zhang,Lei Wang,Richard Hartley,Hongdong Li</authors>
2423 | 		<jconf>null</jconf>
2424 | 		<id>1318698</id>
2425 | 		<label>5</label>
2426 | 		<organization>null</organization>
2427 | 	</publication>
2428 | 	<publication>
2429 | 		<title>A New Text Feature Conversion Method for Text Classification.</title>
2430 | 		<year>2009</year>
2431 | 		<authors>Minghan Hu,Ying Liu,Lei Wang,Debin Ren</authors>
2432 | 		<jconf>null</jconf>
2433 | 		<id>1318894</id>
2434 | 		<label>40</label>
2435 | 		<organization>Coll. of Inf. Sci. & Eng., Northeastern Univ. (NEU), Shenyang, China</organization>
2436 | 	</publication>
2437 | 	<publication>
2438 | 		<title>A Symmetric Orthogonal FastICA Algorithm and Applications in EEG.</title>
2439 | 		<year>2009</year>
2440 | 		<authors>Xuhui Chen,Lei Wang,Yong Xu</authors>
2441 | 		<jconf>null</jconf>
2442 | 		<id>1319713</id>
2443 | 		<label>102</label>
2444 | 		<organization>null</organization>
2445 | 	</publication>
2446 | 	<publication>
2447 | 		<title>Comparative Study on Bionic Optimization Algorithms for Sewer Optimal Design.</title>
2448 | 		<year>2009</year>
2449 | 		<authors>Lei Wang,Yuwen Zhou,Weiwei Zhao</authors>
2450 | 		<jconf>null</jconf>
2451 | 		<id>1319821</id>
2452 | 		<label>32</label>
2453 | 		<organization>Coll. of Archit. & Civil Eng., Beijing Univ. of Technol., Beijing, China</organization>
2454 | 	</publication>
2455 | 	<publication>
2456 | 		<title>P2P Recommendation Trust Model.</title>
2457 | 		<year>2008</year>
2458 | 		<authors>Xuan Wang,Lei Wang</authors>
2459 | 		<jconf>null</jconf>
2460 | 		<id>1321311</id>
2461 | 		<label>0</label>
2462 | 		<organization>null</organization>
2463 | 	</publication>
2464 | 	<publication>
2465 | 		<title>Approximability of Combinatorial Problems with Multi-agent Submodular Cost Functions.</title>
2466 | 		<year>2009</year>
2467 | 		<authors>Gagan Goel,Chinmay Karande,Pushkar Tripathi,Lei Wang</authors>
2468 | 		<jconf>null</jconf>
2469 | 		<id>1322409</id>
2470 | 		<label>14</label>
2471 | 		<organization>null</organization>
2472 | 	</publication>
2473 | 	<publication>
2474 | 		<title>Online Constrained Pattern Detection over Streams.</title>
2475 | 		<year>2009</year>
2476 | 		<authors>Qiang Qu,Hongyan Li,Lei Wang,Gaoshan Miao,Xin Wei</authors>
2477 | 		<jconf>null</jconf>
2478 | 		<id>1322771</id>
2479 | 		<label>10</label>
2480 | 		<organization>null</organization>
2481 | 	</publication>
2482 | 	<publication>
2483 | 		<title>SVM Model Based on Signal Transformation and its Applications in Oil Water-Flooded Identification.</title>
2484 | 		<year>2009</year>
2485 | 		<authors>Fuhua Shang,Lei Wang</authors>
2486 | 		<jconf>null</jconf>
2487 | 		<id>1322790</id>
2488 | 		<label>1</label>
2489 | 		<organization>null</organization>
2490 | 	</publication>
2491 | 	<publication>
2492 | 		<title>Fuzzy Control Strategy of Sub-mini Underwater Robots in Rectifying Control.</title>
2493 | 		<year>2009</year>
2494 | 		<authors>Yuyi Zhai,Liang Liu,Lei Wang,Zhenbang Gong</authors>
2495 | 		<jconf>null</jconf>
2496 | 		<id>1322997</id>
2497 | 		<label>8</label>
2498 | 		<organization>Shanghai Univ., Shanghai, China</organization>
2499 | 	</publication>
2500 | 	<publication>
2501 | 		<title>Noise-Aware Wavelength Assignment for Wavelength Switched Optical Networks.</title>
2502 | 		<year>2009</year>
2503 | 		<authors>Lei Wang,Jie Zhang,Guanjun Gao,Xiuzhong Chen,Xue Chen,Wanyi Gu</authors>
2504 | 		<jconf>null</jconf>
2505 | 		<id>1324245</id>
2506 | 		<label>90</label>
2507 | 		<organization>null</organization>
2508 | 	</publication>
2509 | 	<publication>
2510 | 		<title>Integrating Case based Reasoning and Explanation based Learning in an Apprentice Agent.</title>
2511 | 		<year>2010</year>
2512 | 		<authors>Lei Wang,Tetsuo Sawaragi,Yajie Tian,Yukio Horiguchi</authors>
2513 | 		<jconf>null</jconf>
2514 | 		<id>1326913</id>
2515 | 		<label>6</label>
2516 | 		<organization>null</organization>
2517 | 	</publication>
2518 | 	<publication>
2519 | 		<title>The Research on Controlling Method of Loom Warp Tension.</title>
2520 | 		<year>2009</year>
2521 | 		<authors>Lei Wang,Jiancheng Yang,Xiaoqin Han,Lei Li,Yan Liu,Liangchao Cong</authors>
2522 | 		<jconf>null</jconf>
2523 | 		<id>1327743</id>
2524 | 		<label>4</label>
2525 | 		<organization>null</organization>
2526 | 	</publication>
2527 | 	<publication>
2528 | 		<title>Low-complexity adaptive step size constrained constant modulus sg-based algorithms for blind adaptive beamforming.</title>
2529 | 		<year>2008</year>
2530 | 		<authors>Lei Wang,Yunlong Cai,Rodrigo C. de Lamare</authors>
2531 | 		<jconf>null</jconf>
2532 | 		<id>1330171</id>
2533 | 		<label>12</label>
2534 | 		<organization>Dept. of Electron., Univ. of York, York</organization>
2535 | 	</publication>
2536 | 	<publication>
2537 | 		<title>Optimal Approximation Algorithms for Multi-agent Combinatorial Problems with Discounted Price Functions</title>
2538 | 		<year>2009</year>
2539 | 		<authors>Gagan Goel,Pushkar Tripathi,Lei Wang</authors>
2540 | 		<jconf>CoRR</jconf>
2541 | 		<id>1334196</id>
2542 | 		<label>14</label>
2543 | 		<organization>null</organization>
2544 | 	</publication>
2545 | 	<publication>
2546 | 		<title>A defect/error-tolerant nanosystem architecture for DSP.</title>
2547 | 		<year>2009</year>
2548 | 		<authors>Weiguo Tang,Lei Wang,Fabrizio Lombardi</authors>
2549 | 		<jconf>JETC</jconf>
2550 | 		<id>1338793</id>
2551 | 		<label>44</label>
2552 | 		<organization>University of Connecticut, Storrs, CT</organization>
2553 | 	</publication>
2554 | 	<publication>
2555 | 		<title>Low-complexity adaptive step size constrained constant modulus SG algorithms for adaptive beamforming.</title>
2556 | 		<year>2009</year>
2557 | 		<authors>Lei Wang,Rodrigo C. de Lamare,Yunlong Cai</authors>
2558 | 		<jconf>Signal Processing</jconf>
2559 | 		<id>1343968</id>
2560 | 		<label>12</label>
2561 | 		<organization>Communications Research Group, Department of Electronics, The University of York, York YO10 5DD, UK</organization>
2562 | 	</publication>
2563 | 	<publication>
2564 | 		<title>Adaptive reduced-rank LCMV beamforming algorithms based on joint iterative optimization of filters: Design and analysis.</title>
2565 | 		<year>2010</year>
2566 | 		<authors>Rogerio C. de Lamare,Lei Wang,R. Fa</authors>
2567 | 		<jconf>Signal Processing</jconf>
2568 | 		<id>1344087</id>
2569 | 		<label>17</label>
2570 | 		<organization>null</organization>
2571 | 	</publication>
2572 | 	<publication>
2573 | 		<title>Automatic pectoral muscle boundary detection in mammograms based on Markov chain and active contour model.</title>
2574 | 		<year>2010</year>
2575 | 		<authors>Lei Wang,Miaoliang Zhu,Li-ping Deng,Xin Yuan</authors>
2576 | 		<jconf>Journal of Zhejiang University - Science C</jconf>
2577 | 		<id>1347140</id>
2578 | 		<label>51</label>
2579 | 		<organization>null</organization>
2580 | 	</publication>
2581 | 	<publication>
2582 | 		<title>Clustering Research Based on Density Gradient</title>
2583 | 		<year>2006</year>
2584 | 		<authors>Zhi-ping Chen,Lei Wang,Yi-hong Tan</authors>
2585 | 		<jconf>Proceedings of the Seventh International Conference on Web-Age Information Management Workshops</jconf>
2586 | 		<id>1368960</id>
2587 | 		<label>47</label>
2588 | 		<organization>Fujian University of Technology, China</organization>
2589 | 	</publication>
2590 | 	<publication>
2591 | 		<title>Diagnosis of delay faults due to resistive bridges, delay variations and defects</title>
2592 | 		<year>2006</year>
2593 | 		<authors>Lei Wang,Sandeep K. Gupta,Melvin A. Breuer</authors>
2594 | 		<jconf>Proceedings of the 15th Asian Test Symposium</jconf>
2595 | 		<id>1371024</id>
2596 | 		<label>13</label>
2597 | 		<organization>University of Southern California, Los Angeles, CA</organization>
2598 | 	</publication>
2599 | 	<publication>
2600 | 		<title>AdaBoost with SVM-based component classifiers</title>
2601 | 		<year>2008</year>
2602 | 		<authors>Xuchun Li,Lei Wang,Eric Sung</authors>
2603 | 		<jconf>Engineering Applications of Artificial Intelligence</jconf>
2604 | 		<id>1380472</id>
2605 | 		<label>5</label>
2606 | 		<organization>School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore</organization>
2607 | 	</publication>
2608 | 	<publication>
2609 | 		<title>Improved Hierarchical Network Model Based on Pastry Scheme</title>
2610 | 		<year>2009</year>
2611 | 		<authors>Jun Chen,Lei Wang</authors>
2612 | 		<jconf>Proceedings of the 2009 Second International Workshop on Knowledge Discovery and Data Mining</jconf>
2613 | 		<id>1387005</id>
2614 | 		<label>46</label>
2615 | 		<organization>Sch. of Comput. Sci. & Technol., SouthWest Univ. of Sci. & Technol., Mianyang</organization>
2616 | 	</publication>
2617 | 	<publication>
2618 | 		<title>Training One-class Support Vector Machines in the Primal Space</title>
2619 | 		<year>2009</year>
2620 | 		<authors>Lei Wang,Yong Yang</authors>
2621 | 		<jconf>Proceedings of the 2009 International Conference on Electronic Computer Technology</jconf>
2622 | 		<id>1392493</id>
2623 | 		<label>76</label>
2624 | 		<organization>Sch. of Econ. Inf. Eng., Southwestern Univ. of Finance & Econ., Chengdu</organization>
2625 | 	</publication>
2626 | 	<publication>
2627 | 		<title>Detecting and Eliminating Potential Violations of Sequential Consistency for Concurrent C/C++ Programs</title>
2628 | 		<year>2009</year>
2629 | 		<authors>Yuelu Duan,Xiaobing Feng,Lei Wang,Chao Zhang,Pen-Chung Yew</authors>
2630 | 		<jconf>Proceedings of the 2009 International Symposium on Code Generation and Optimization</jconf>
2631 | 		<id>1393959</id>
2632 | 		<label>16</label>
2633 | 		<organization>null</organization>
2634 | 	</publication>
2635 | 	<publication>
2636 | 		<title>A RM-Based Static Deployment System for Cluster</title>
2637 | 		<year>2009</year>
2638 | 		<authors>Weiguo Wu,Leiqiang Zhang,Lei Wang,Zhenghua Xue</authors>
2639 | 		<jconf>International Journal of Distributed Sensor Networks</jconf>
2640 | 		<id>1394275</id>
2641 | 		<label>48</label>
2642 | 		<organization>Neo-Computer Research Institute, Xi'an Jiaotong University, Xi'an, China</organization>
2643 | 	</publication>
2644 | 	<publication>
2645 | 		<title>Specification and Collaboration Driven Software Component Selection- Building a Framework for Component Selection</title>
2646 | 		<year>2007</year>
2647 | 		<authors>Lei Wang</authors>
2648 | 		<jconf>null</jconf>
2649 | 		<id>1429263</id>
2650 | 		<label>11</label>
2651 | 		<organization>null</organization>
2652 | 	</publication>
2653 | 	<publication>
2654 | 		<title>A Distributed Tokens-Based Distance-Vector Routing Algorithm for Mobile Ad-hoc Networks</title>
2655 | 		<year>2003</year>
2656 | 		<authors>Lei Wang,Ya-ping Lin,Zhi-ping Chen</authors>
2657 | 		<jconf>Proceedings of the 2003 International Conference on Computer Networks and Mobile Computing</jconf>
2658 | 		<id>1556884</id>
2659 | 		<label>47</label>
2660 | 		<organization>Coll. of Comput. & Commun., Hunan Univ., Changsha, China</organization>
2661 | 	</publication>
2662 | 	<publication>
2663 | 		<title>Runtime performance of parallel array assignment: an empirical study</title>
2664 | 		<year>1996</year>
2665 | 		<authors>Lei Wang,James M. Stichnoth,Siddhartha Chatterjee</authors>
2666 | 		<jconf>Proceedings of the 1996 ACM/IEEE conference on Supercomputing (CDROM)</jconf>
2667 | 		<id>1569313</id>
2668 | 		<label>50</label>
2669 | 		<organization>Department of Computer Science, CB # 3175, Sitterson Hall, The University of North Carolina, Chapel Hill, NC</organization>
2670 | 	</publication>
2671 | 	<publication>
2672 | 		<title>TLDFS: A Distributed File System based on the Layered Structure</title>
2673 | 		<year>2007</year>
2674 | 		<authors>Lei Wang,Chen Yang</authors>
2675 | 		<jconf>Proceedings of the 2007 IFIP International Conference on Network and Parallel Computing Workshops</jconf>
2676 | 		<id>1585361</id>
2677 | 		<label>82</label>
2678 | 		<organization>Beijing University of Aeronautics and Astronautics</organization>
2679 | 	</publication>
2680 | 	<publication>
2681 | 		<title>Gingko: correlating causal paths in distributed systems</title>
2682 | 		<year>2007</year>
2683 | 		<authors>Zhihong Zhang,Dan Meng,Jianfeng Zhan,Lei Wang,Yi Jin,Yu Wen,Hui Wang</authors>
2684 | 		<jconf>Proceedings of the 2007 IFIP International Conference on Network and Parallel Computing Workshops</jconf>
2685 | 		<id>1585376</id>
2686 | 		<label>16</label>
2687 | 		<organization>Chinese Academy of Sciences</organization>
2688 | 	</publication>
2689 | 	<publication>
2690 | 		<title>A New Method in Multi-Issue Negotiation</title>
2691 | 		<year>2004</year>
2692 | 		<authors>Ning Zhang,Lei Wang,Jie Yang</authors>
2693 | 		<jconf>Proceedings of the E-Commerce Technology for Dynamic E-Business, IEEE International Conference</jconf>
2694 | 		<id>1613361</id>
2695 | 		<label>20</label>
2696 | 		<organization>Peking University, Beijing</organization>
2697 | 	</publication>
2698 | 	<publication>
2699 | 		<title>A backoff copying scheme for contention resolution in wireless sensor networks</title>
2700 | 		<year>2009</year>
2701 | 		<authors>Zhuxiu Yuan,Cuiyao Xue,Lei Wang,Yuanfang Chen,Weiping Sun,Lei Shu</authors>
2702 | 		<jconf>Proceedings of the 4th ACM international workshop on Experimental evaluation and characterization</jconf>
2703 | 		<id>1652542</id>
2704 | 		<label>111</label>
2705 | 		<organization>Dalian University of Technology, Dalian, China</organization>
2706 | 	</publication>
2707 | 	<publication>
2708 | 		<title>The Real-Time Networked Data Gathering Systems Based on EtherCAT</title>
2709 | 		<year>2009</year>
2710 | 		<authors>Lei Wang,Junyan Qi</authors>
2711 | 		<jconf>Proceedings of the 2009 International Conference on Environmental Science and Information Application Technology - Volume 03</jconf>
2712 | 		<id>1652772</id>
2713 | 		<label>53</label>
2714 | 		<organization>Comput. Sci. & Technol., Henan Polytech. Univ., Jiaozuo, China</organization>
2715 | 	</publication>
2716 | 	<publication>
2717 | 		<title>Visualizing simulation and testbed of wireless sensor networks with NetTopo</title>
2718 | 		<year>2009</year>
2719 | 		<authors>Lei Shu,Manfred Hauswirth,Lei Wang,Zhuxiu Yuan,Yuanfang Chen</authors>
2720 | 		<jconf>Proceedings of the 4th ACM international workshop on Experimental evaluation and characterization</jconf>
2721 | 		<id>1654490</id>
2722 | 		<label>111</label>
2723 | 		<organization>Dalian University of Technology, China, Dalian, China</organization>
2724 | 	</publication>
2725 | 	<publication>
2726 | 		<title>Research on Multi-objective Parameter Optimization Based on the Experimental Design and ANN-GA in the Digital Environment</title>
2727 | 		<year>2009</year>
2728 | 		<authors>Tianzhong Sui,Lei Wang</authors>
2729 | 		<jconf>Proceedings of the 2009 WRI Global Congress on Intelligent Systems - Volume 02</jconf>
2730 | 		<id>1655431</id>
2731 | 		<label>55</label>
2732 | 		<organization>Sch. of Mech. Eng. & Autom., Northeastern Univ., Shenyang, China</organization>
2733 | 	</publication>
2734 | 	<publication>
2735 | 		<title>TMAC: Taint-Based Memory Protection via Access Control</title>
2736 | 		<year>2009</year>
2737 | 		<authors>Lei Wang,Chen Fang,Bing Mao,Li Xie</authors>
2738 | 		<jconf>Proceedings of the 2009 Second International Conference on Dependability</jconf>
2739 | 		<id>1656117</id>
2740 | 		<label>56</label>
2741 | 		<organization>Dept. of Comput. Sci., Nanjing Univ., Nanjing, China</organization>
2742 | 	</publication>
2743 | 	<publication>
2744 | 		<title>Software Design Methodology for Set-Top Box</title>
2745 | 		<year>2009</year>
2746 | 		<authors>Chao Gao,Lei Wang,Hong Ni</authors>
2747 | 		<jconf>Proceedings of the 2009 WASE International Conference on Information Engineering - Volume 02</jconf>
2748 | 		<id>1656757</id>
2749 | 		<label>36</label>
2750 | 		<organization>null</organization>
2751 | 	</publication>
2752 | 	<publication>
2753 | 		<title>Chinese Deterministic Dependency Parser Considering Prepositional Phrase</title>
2754 | 		<year>2009</year>
2755 | 		<authors>Wenlin Yao,LingLing Gao,Lei Wang,JianXin Dong</authors>
2756 | 		<jconf>Proceedings of the 2009 International Conference on Computational Intelligence and Natural Computing - Volume 01</jconf>
2757 | 		<id>1658279</id>
2758 | 		<label>34</label>
2759 | 		<organization>null</organization>
2760 | 	</publication>
2761 | 	<publication>
2762 | 		<title>Music Genre Classification Based on Multiple Classifier Fusion</title>
2763 | 		<year>2008</year>
2764 | 		<authors>Lei Wang,Shen Huang,Shijin Wang,Jiaen Liang,Bo Xu</authors>
2765 | 		<jconf>Proceedings of the 2008 Fourth International Conference on Natural Computation - Volume 05</jconf>
2766 | 		<id>1753228</id>
2767 | 		<label>63</label>
2768 | 		<organization>Inst. of Autom., Chinese Acad. of Sci., Beijing</organization>
2769 | 	</publication>
2770 | 	<publication>
2771 | 		<title>Impulsive optimal control model for the trajectory of horizontal wells</title>
2772 | 		<year>2009</year>
2773 | 		<authors>An Li,Enmin Feng,Lei Wang</authors>
2774 | 		<jconf>Journal of Computational and Applied Mathematics</jconf>
2775 | 		<id>1753371</id>
2776 | 		<label>105</label>
2777 | 		<organization>Department of Applied Mathematics, Dalian University of Technology, Dalian, 116024, PR China</organization>
2778 | 	</publication>
2779 | </person>


--------------------------------------------------------------------------------