├── LICENSE ├── README.md ├── reports ├── abstract_img.png ├── bench.png └── related_work.png └── src ├── README.md ├── clinical_ts ├── config.py ├── data │ ├── collate_dataset.py │ ├── time_series_dataset.py │ ├── time_series_dataset_transforms.py │ └── time_series_dataset_utils.py ├── head │ └── multimodal.py ├── loss │ └── supervised.py ├── metric │ └── base.py ├── tabular │ └── base.py ├── task │ └── multimodal.py ├── template_model.py ├── template_modules.py ├── timeseries_utils.py ├── ts │ ├── base.py │ ├── basic_conv1d_modules │ │ └── basic_conv1d.py │ ├── encoder.py │ ├── head.py │ ├── s4.py │ ├── s4_modules │ │ ├── s42.py │ │ ├── s4_model.py │ │ └── s4_utils.py │ └── transformer_modules │ │ └── transformer.py └── utils │ ├── a.md │ ├── bootstrap_utils.py │ ├── callbacks.py │ ├── eval_utils_cafa.py │ └── schedulers.py ├── conf ├── config_supervised_multimodal_mdsed_deterioration_s4.yaml ├── config_supervised_multimodal_mdsed_deterioration_s4_signal_only.yaml ├── config_supervised_multimodal_mdsed_diagnoses_s4.yaml ├── config_supervised_multimodal_mdsed_diagnoses_s4_signal_only.yaml └── data │ └── multimodal_mdsed.yaml ├── data └── memmap │ └── a.md ├── demo.ipynb ├── ecg_utils.py ├── environment.yml ├── extensions └── cauchy │ ├── benchmark_cauchy.py │ ├── benchmark_cauchy_tune.py │ ├── cauchy.cpp │ ├── cauchy.py │ ├── cauchy_cuda.cu │ ├── map.h │ ├── setup.py │ ├── test_cauchy.py │ ├── tune_cauchy.py │ ├── tune_cauchy.sh │ ├── tuner.py │ └── tuning_setup.py ├── full_preprocessing.py ├── main_all.py ├── requirements.txt └── timeseries_utils.py /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AI4HealthUOL/MDS-ED/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AI4HealthUOL/MDS-ED/HEAD/README.md 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