├── .gitignore ├── LICENSE ├── README.md ├── benchmark ├── README.md ├── __init__.py ├── anomaly_detection_benchmark.py ├── metrics.py ├── motifs_wss.py ├── segmentation_benchmark.py ├── tssb_wss.py └── ucr_anomaly_wss.py ├── datasets ├── README.md └── motifs │ ├── desc.csv │ ├── ecg-heartbeat-av.csv │ ├── ecg-heartbeat-av_gt.csv │ ├── fNIRS_subLen_600.csv │ ├── muscle_activation.csv │ ├── muscle_activation_gt.csv │ ├── npo141.csv │ └── winding_col.csv ├── experiments ├── README.md ├── anomaly_detection │ ├── discord │ │ ├── discord_ACF.csv │ │ ├── discord_Autoperiod.csv │ │ ├── discord_FFT.csv │ │ ├── discord_Human.csv │ │ ├── discord_MWF.csv │ │ ├── discord_RobustPeriod.csv │ │ └── discord_SuSS.csv │ ├── isolation_forest │ │ ├── isolation_forest_ACF.csv │ │ ├── isolation_forest_Autoperiod.csv │ │ ├── isolation_forest_FFT.csv │ │ ├── isolation_forest_Human.csv │ │ ├── isolation_forest_MWF.csv │ │ ├── isolation_forest_RobustPeriod.csv │ │ └── isolation_forest_SuSS.csv │ ├── svm │ │ ├── svm_ACF.csv │ │ ├── svm_Autoperiod.csv │ │ ├── svm_FFT.csv │ │ ├── svm_Human.csv │ │ ├── svm_MWF.csv │ │ ├── svm_RobustPeriod.csv │ │ └── svm_SuSS.csv │ └── window_sizes.csv ├── motifs │ ├── images │ │ ├── ECG-Heartbeat_grid.pdf │ │ ├── EEG-Sleep-Data_grid.pdf │ │ ├── Muscle-Activation_grid.pdf │ │ └── fNIRS_grid.pdf │ └── window_sizes.csv ├── ranks.csv └── segmentation │ ├── clasp │ ├── clasp_ACF.csv │ ├── clasp_Autoperiod.csv │ ├── clasp_FFT.csv │ ├── clasp_Human.csv │ ├── clasp_MWF.csv │ ├── clasp_RobustPeriod.csv │ └── clasp_SuSS.csv │ ├── floss │ ├── floss_ACF.csv │ ├── floss_Autoperiod.csv │ ├── floss_FFT.csv │ ├── floss_Human.csv │ ├── floss_MWF.csv │ ├── floss_RobustPeriod.csv │ └── floss_SuSS.csv │ ├── window │ ├── window_ACF.csv │ ├── window_Autoperiod.csv │ ├── window_FFT.csv │ ├── window_Human.csv │ ├── window_MWF.csv │ ├── window_RobustPeriod.csv │ └── window_SuSS.csv │ └── window_sizes.csv ├── notebooks ├── README.md ├── clasp.ipynb ├── discord.ipynb ├── floss.ipynb ├── isolation_forest.ipynb ├── motifs │ ├── use_cases_fnirs.ipynb │ ├── use_cases_motif_sets_ecg.ipynb │ ├── use_cases_motif_sets_muscle_activation.ipynb │ └── use_cases_motif_sets_physiodata_k_Komplex.ipynb ├── svm.ipynb └── window.ipynb ├── requirements.txt └── src ├── README.md ├── __init__.py ├── anomaly_detection ├── __init__.py ├── discord.py ├── isolation_forest.py └── svm.py ├── data_loader.py ├── motifs ├── __init__.py ├── jars │ ├── emma.jar │ ├── latent_motifs.jar │ └── set_finder.jar ├── motif.py └── plotting.py ├── segmentation ├── __init__.py ├── clasp │ ├── __init__.py │ ├── clasp.py │ ├── ensemble_clasp.py │ ├── interval_knn.py │ ├── knn.py │ ├── penalty.py │ ├── scoring.py │ └── segmentation.py ├── floss.py └── window.py ├── utils.py └── window_size ├── __init__.py ├── autoperiod.py ├── mwf.py ├── period.py ├── robustperiod ├── __init__.py ├── fisher.py ├── huberacf.py ├── modwt.py ├── mperioreg.py ├── mperioreg_fallback.py ├── robustperiod.py └── utils.py └── suss.py 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