├── .coverage ├── .gitignore ├── .travis.yml ├── ANN_keras.py ├── AttentionLSTM_keras.py ├── LICENSE ├── VanillaLSTM_keras.py ├── batchless_VanillaLSTM_keras.py ├── batchless_VanillaLSTM_pytorch.py ├── forecaster.py ├── paper ├── M3_competition │ ├── M3.py │ ├── M3C.xls │ ├── M3Forecast.xls │ └── N1500.pdf ├── UCRArchive │ ├── Coffee.pdf │ ├── Earthquakes.pdf │ ├── batchlessLSTM_pytorch │ │ ├── ABBA_LSTM_results10.csv │ │ ├── LSTM_results10.csv │ │ ├── UCRArchive.py │ │ ├── distances.pdf │ │ ├── process_results.py │ │ ├── results.csv │ │ └── time.pdf │ └── visualise.py ├── need_for_preprocessing │ ├── linear_trend.py │ ├── linear_trend_numeric.pdf │ └── linear_trend_symbolic.pdf ├── parameter_sensitivity │ ├── sine_wave.py │ ├── stateful_numeric │ │ ├── plot.py │ │ ├── stateful_numeric.csv │ │ ├── stateful_numeric_dtw.pdf │ │ └── stateful_symbolic_euclidean.pdf │ ├── stateful_symbolic │ │ ├── plot.py │ │ ├── stateful_symbolic.csv │ │ ├── stateful_symbolic_dtw.pdf │ │ └── stateful_symbolic_euclidean.pdf │ ├── stateless_numeric │ │ ├── plot.py │ │ ├── stateless_numeric.csv │ │ ├── stateless_numeric_dtw.pdf │ │ └── stateless_symbolic_euclidean.pdf │ ├── stateless_symbolic │ │ ├── plot.py │ │ ├── stateless_symbolic.csv │ │ ├── stateless_symbolic_dtw.pdf │ │ └── stateless_symbolic_euclidean.pdf │ └── symbolic_representations │ │ ├── ABBA_representation.csv │ │ ├── phase_10.pdf │ │ ├── phase_100.pdf │ │ ├── phase_12.pdf │ │ ├── phase_14.pdf │ │ ├── phase_16.pdf │ │ ├── phase_18.pdf │ │ ├── phase_2.pdf │ │ ├── phase_20.pdf │ │ ├── phase_22.pdf │ │ ├── phase_24.pdf │ │ ├── phase_26.pdf │ │ ├── phase_28.pdf │ │ ├── phase_30.pdf │ │ ├── phase_32.pdf │ │ ├── phase_34.pdf │ │ ├── phase_36.pdf │ │ ├── phase_38.pdf │ │ ├── phase_4.pdf │ │ ├── phase_40.pdf │ │ ├── phase_42.pdf │ │ ├── phase_44.pdf │ │ ├── phase_46.pdf │ │ ├── phase_48.pdf │ │ ├── phase_50.pdf │ │ ├── phase_52.pdf │ │ ├── phase_54.pdf │ │ ├── phase_56.pdf │ │ ├── phase_58.pdf │ │ ├── phase_6.pdf │ │ ├── phase_60.pdf │ │ ├── phase_62.pdf │ │ ├── phase_64.pdf │ │ ├── phase_66.pdf │ │ ├── phase_68.pdf │ │ ├── phase_70.pdf │ │ ├── phase_72.pdf │ │ ├── phase_74.pdf │ │ ├── phase_76.pdf │ │ ├── phase_78.pdf │ │ ├── phase_8.pdf │ │ ├── phase_80.pdf │ │ ├── phase_82.pdf │ │ ├── phase_84.pdf │ │ ├── phase_86.pdf │ │ ├── phase_88.pdf │ │ ├── phase_90.pdf │ │ ├── phase_92.pdf │ │ ├── phase_94.pdf │ │ ├── phase_96.pdf │ │ ├── phase_98.pdf │ │ └── symbolic_representations.py └── shape_constraint │ ├── HouseTwenty.py │ ├── HouseTwenty_numeric.pdf │ └── HouseTwenty_symbolic.pdf ├── readme.md ├── requirements.txt └── unittest_tests.py /.coverage: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nla-group/ABBA-LSTM/HEAD/.coverage -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 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