├── .gitattributes ├── 9_methods_forecasts_and_owa ├── 9_methods_prediction_value_M4.zip └── owa_train_M4_temp_holdout.zip ├── README.md ├── feature_extraction ├── feature_extraction_with_pretrained_CNN │ ├── cnn-features │ │ ├── M4 │ │ │ ├── Here for saving extracted M4 CNN-features.md │ │ │ └── M4_feature.zip │ │ ├── M4_temp_holdout │ │ │ └── M4_train_temp_holdout_feature.zip │ │ └── Tourism │ │ │ ├── Here for saving extracted Tourism CNN-features.md │ │ │ └── Tourism_CNN_features.zip │ ├── compute_features_with_CNN.py │ ├── nets │ │ ├── __init__.py │ │ ├── __init__.pyc │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── inception_utils.cpython-36.pyc │ │ │ ├── inception_v1.cpython-36.pyc │ │ │ ├── resnet_utils.cpython-36.pyc │ │ │ ├── resnet_v1.cpython-36.pyc │ │ │ └── vgg.cpython-36.pyc │ │ ├── alexnet.py │ │ ├── alexnet_test.py │ │ ├── cifarnet.py │ │ ├── cyclegan.py │ │ ├── cyclegan_test.py │ │ ├── dcgan.py │ │ ├── dcgan_test.py │ │ ├── inception.py │ │ ├── inception_resnet_v2.py │ │ ├── inception_resnet_v2_test.py │ │ ├── inception_utils.py │ │ ├── inception_utils.pyc │ │ ├── inception_v1.py │ │ ├── inception_v1.pyc │ │ ├── inception_v1_test.py │ │ ├── inception_v2.py │ │ ├── inception_v2_test.py │ │ ├── inception_v3.py │ │ ├── inception_v3_test.py │ │ ├── inception_v4.py │ │ ├── inception_v4_test.py │ │ ├── lenet.py │ │ ├── mobilenet_v1.py │ │ ├── mobilenet_v1_test.py │ │ ├── nasnet │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── nasnet.py │ │ │ ├── nasnet_test.py │ │ │ ├── nasnet_utils.py │ │ │ └── nasnet_utils_test.py │ │ ├── nets_factory.py │ │ ├── nets_factory_test.py │ │ ├── overfeat.py │ │ ├── overfeat_test.py │ │ ├── pix2pix.py │ │ ├── pix2pix_test.py │ │ ├── resnet_utils.py │ │ ├── resnet_v1.py │ │ ├── resnet_v1_test.py │ │ ├── resnet_v2.py │ │ ├── resnet_v2_test.py │ │ ├── vgg.py │ │ └── vgg_test.py │ ├── pretrained-models.zip │ └── ts_to_image │ │ └── recurrence_plot.py ├── feature_extraction_with_sift │ ├── LLC_coding.py │ ├── LLC_main.py │ ├── LLC_pooling.py │ ├── centroid_200.csv │ ├── compute_features_with_sift.py │ ├── sift-features │ │ ├── M4 │ │ │ ├── Here for saving extracted M4 sift features.md │ │ │ └── M4.zip │ │ ├── M4_temp_holdout │ │ │ └── M4_temp_holdout.zip │ │ └── Tourism │ │ │ ├── Here for saving extracted Tourism sift features.md │ │ │ └── Tourism_sift_features.zip │ └── ts_to_image │ │ └── recurrence_plot.py ├── ts-data │ ├── M4 │ │ └── M4DataSet │ │ │ ├── Hourly-train.csv │ │ │ └── dataDownload.md │ └── Tourism │ │ ├── tourism-monthly-train.csv │ │ ├── tourism-quarterly-train.csv │ │ └── tourism-yearly-train.csv └── ts_to_image │ └── recurrence_plot.py ├── model_combination └── R │ ├── .Rapp.history │ ├── combination_ensemble.R │ ├── ensemble_classifier.R │ ├── forec_methods_list.R │ ├── forecasts │ ├── M4 │ │ ├── Daily_ff.rda │ │ ├── Monthly_ff.rda │ │ └── Quarterly_ff.rda │ └── Tourism │ │ ├── MONTHLY_ff.rda │ │ ├── QUARTERLY_ff.rda │ │ └── YEARLY_ff.rda │ ├── hyperparam.R │ ├── hyperparam.search.main.R │ ├── model.comb.for.M4.R │ ├── model.comb.main.for.Tourism.R │ ├── process_dataset.R │ └── tourism.benchmarks.R └── project-structure.png /.gitattributes: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lixixibj/forecasting-with-time-series-imaging/HEAD/.gitattributes -------------------------------------------------------------------------------- /9_methods_forecasts_and_owa/9_methods_prediction_value_M4.zip: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lixixibj/forecasting-with-time-series-imaging/HEAD/9_methods_forecasts_and_owa/9_methods_prediction_value_M4.zip -------------------------------------------------------------------------------- /9_methods_forecasts_and_owa/owa_train_M4_temp_holdout.zip: -------------------------------------------------------------------------------- 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