├── .gitignore ├── Makefile ├── README.md ├── docs ├── Makefile ├── make.bat └── source │ ├── conf.py │ ├── index.rst │ ├── modules │ ├── modules.rst │ ├── tsmule.rst │ ├── tsmule.sampling.rst │ └── tsmule.xai.rst │ └── usage │ ├── installation.ipynb │ └── quick_start.ipynb ├── examples ├── beijing_air_2_5 │ ├── Beijing_Air_Quality_2_5_Download.py │ ├── Beijing_Air_Quality_2_5_evaluation_Keras.ipynb │ ├── Beijing_Air_Quality_2_5_explain_Keras.ipynb │ ├── Beijing_Air_Quality_2_5_train_Keras.ipynb │ ├── demo_evaluation.ipynb │ └── download_link.txt ├── beijing_air_multi_site │ ├── Beijing_Air_Quality_Multi_Site_Download.py │ ├── Beijing_Air_Quality_Multi_Site_train_Keras.ipynb │ ├── demo_evaluation.ipynb │ └── download_link.txt ├── full_evaluation_run.sh ├── metro_interstate │ ├── Metro_Interstate_Download.py │ ├── Metro_Interstate_train_Keras.ipynb │ ├── Metro_Interstate_visualize_Keras.ipynb │ └── download_link.txt ├── segmentation-in-comparison.ipynb ├── segmentation-matrix-profile.ipynb ├── step_1_evaluation_keras_models.py ├── step_2_perturbation_keras_models.py └── step_3_perturbation_to_score.py ├── requirements-dev.txt ├── requirements-sphinx.txt ├── requirements.txt ├── resources ├── AIMLAI_2021___Results.xlsx ├── AIMLAI_2021___TS_MULE_Comparison.PNG ├── AIMLAI_2021___TS_Mule.pdf ├── TS-MULE_Presentation.pdf ├── TS-MULE_Results.PNG └── TS-MULE_Workflow.png ├── setup.py ├── tests ├── __init__.py ├── test_evaluation.py ├── test_lime.py ├── test_pertubation.py ├── test_replace.py └── test_segment.py └── tsmule ├── __init__.py ├── __version__.py ├── sampling ├── __init__.py ├── perturb.py ├── replace.py └── segment.py └── xai ├── __init__.py ├── evaluation.py ├── lime.py └── viz.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dbvis-ukon/ts-mule/HEAD/.gitignore -------------------------------------------------------------------------------- /Makefile: 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