├── .gitignore ├── LICENSE ├── Makefile ├── README.md ├── _config.yml ├── _data └── options.yml ├── _includes ├── footer.html ├── fullwidth.html ├── head.html ├── header.html ├── maincolumn_img.html ├── marginfigure.html ├── marginnote.html ├── print-footer.html └── sidenote.html ├── _layouts ├── default.html ├── full-width.html ├── page.html └── post.html ├── _sass ├── _fonts.scss ├── _settings.scss └── _syntax-highlighting.scss ├── assets ├── gif │ └── decision_based_network_spreading_example.gif └── img │ ├── Automorphism_Orbits.png │ ├── BFS.png │ ├── BowTie_1.png │ ├── BowTie_2.png │ ├── Configuration_Model.png │ ├── DeadEnd.png │ ├── ER_path.png │ ├── Exact_Subgraph_Enumeration.png │ ├── ItemProduct.png │ ├── LinkWeights.png │ ├── PRExample1.png │ ├── PRExample2.png │ ├── PRGraphExample.png │ ├── QPPR.png │ ├── RoIX.png │ ├── Roles_versus_Groups_in_Networks.png │ ├── SCC_DAG.png │ ├── SpiderTrap.png │ ├── Subgraphs_example.png │ ├── TransE.png │ ├── TransE_a.png │ ├── activation_threshold_distribution.jpg │ ├── adoption_graph_general.jpg │ ├── aggregate_neighbors.png │ ├── apply_to_new_nodes.png │ ├── belief_propagation.png │ ├── bfs_ordering.png │ ├── biased_walk.png │ ├── binom_dist_graph.png │ ├── binom_formula.png │ ├── clustering_path.png │ ├── community_growth.png │ ├── computation_graph.png │ ├── computation_graph_for_a.png │ ├── decision_model_1.png │ ├── decision_model_2.png │ ├── decision_model_3.png │ ├── decision_model_4.png │ ├── edge_sequence.png │ ├── evol_of_rand_graph.png │ ├── example.png │ ├── expansion.png │ ├── fast_stochastic.png │ ├── graph_correlations.png │ ├── graph_embedding.png │ ├── grid_network.png │ ├── homophily.png │ ├── homophily2.png │ ├── influence_maximization_influence_set.png │ ├── influence_maximization_linear_threshold_model_demo.png │ ├── initiator.png │ ├── introduction_bipartite_folded.png │ ├── introduction_directed_graph.png │ ├── k-core.jpg │ ├── long_range_dependency.png │ ├── message_passing.png │ ├── message_passing2.png │ ├── node2vec.png │ ├── node_classification.png │ ├── node_embeddings.png │ ├── node_sequence.png │ ├── outbreak_detection_lazy_evaluation.png │ ├── outbreak_detection_sensor_placement.png │ ├── permutation_invariant.png │ ├── quadratic_explosion.png │ ├── random_network.png │ ├── rnn_inference.png │ ├── rnn_training.png │ ├── small_kronecker.png │ ├── small_world.png │ ├── stochastic_graphs.png │ ├── structurally_equivalent.png │ ├── theta.png │ └── virtual_nodes.png ├── css └── tufte.scss ├── fonts ├── et-bembo │ ├── et-bembo-bold-line-figures │ │ ├── et-bembo-bold-line-figures.eot │ │ ├── et-bembo-bold-line-figures.svg │ │ ├── et-bembo-bold-line-figures.ttf │ │ └── et-bembo-bold-line-figures.woff │ ├── et-bembo-display-italic-old-style-figures │ │ ├── et-bembo-display-italic-old-style-figures.eot │ │ ├── et-bembo-display-italic-old-style-figures.svg │ │ ├── et-bembo-display-italic-old-style-figures.ttf │ │ └── et-bembo-display-italic-old-style-figures.woff │ ├── et-bembo-roman-line-figures │ │ ├── et-bembo-roman-line-figures.eot │ │ ├── et-bembo-roman-line-figures.svg │ │ ├── et-bembo-roman-line-figures.ttf │ │ └── et-bembo-roman-line-figures.woff │ ├── et-bembo-roman-old-style-figures │ │ ├── et-bembo-roman-old-style-figures.eot │ │ ├── et-bembo-roman-old-style-figures.svg │ │ ├── et-bembo-roman-old-style-figures.ttf │ │ └── et-bembo-roman-old-style-figures.woff │ └── et-bembo-semi-bold-old-style-figures │ │ ├── et-bembo-semi-bold-old-style-figures.eot │ │ ├── et-bembo-semi-bold-old-style-figures.svg │ │ ├── et-bembo-semi-bold-old-style-figures.ttf │ │ └── et-bembo-semi-bold-old-style-figures.woff ├── et-book │ ├── et-book-bold-line-figures │ │ ├── et-book-bold-line-figures.eot │ │ ├── et-book-bold-line-figures.svg │ │ ├── et-book-bold-line-figures.ttf │ │ └── et-book-bold-line-figures.woff │ ├── et-book-display-italic-old-style-figures │ │ ├── et-book-display-italic-old-style-figures.eot │ │ ├── et-book-display-italic-old-style-figures.svg │ │ ├── et-book-display-italic-old-style-figures.ttf │ │ └── et-book-display-italic-old-style-figures.woff │ ├── et-book-roman-line-figures │ │ ├── et-book-roman-line-figures.eot │ │ ├── et-book-roman-line-figures.svg │ │ ├── et-book-roman-line-figures.ttf │ │ └── et-book-roman-line-figures.woff │ ├── et-book-roman-old-style-figures │ │ ├── et-book-roman-old-style-figures.eot │ │ ├── et-book-roman-old-style-figures.svg │ │ ├── et-book-roman-old-style-figures.ttf │ │ └── et-book-roman-old-style-figures.woff │ └── et-book-semi-bold-old-style-figures │ │ ├── et-book-semi-bold-old-style-figures.eot │ │ ├── et-book-semi-bold-old-style-figures.svg │ │ ├── et-book-semi-bold-old-style-figures.ttf │ │ └── et-book-semi-bold-old-style-figures.woff ├── icomoon.eot ├── icomoon.svg ├── icomoon.ttf └── icomoon.woff ├── index.md ├── machine-learning-with-networks ├── graph-generative-models.md ├── graph-neural-networks.md ├── message-passing-and-node-classification.md └── node-representation-learning.md ├── network-methods ├── influence-maximization.md ├── network-effects-and-cascading-behavior.md ├── outbreak-detection.md ├── pagerank.md ├── spectral-clustering.md └── structural-roles.md └── preliminaries ├── introduction-graph-structure.md ├── measuring-networks-random-graphs.md └── motifs-and-structral-roles_lecture.md /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snap-stanford/cs224w-notes/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snap-stanford/cs224w-notes/HEAD/LICENSE -------------------------------------------------------------------------------- /Makefile: -------------------------------------------------------------------------------- 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