├── .flake8 ├── .pre-commit-config.yaml ├── LICENSE_GPL_v3.txt ├── README.md ├── data ├── feature_names │ ├── MIMIC_feature_names.pkl │ ├── MIMIC_indicator_names.pkl │ ├── common_eicu_params.pkl │ ├── common_mimic_params.pkl │ ├── eICU_feature_names.pkl │ └── eICU_indicator_names.pkl ├── feature_types │ ├── feat_types_MIMIC.json │ └── feat_types_eICU.json ├── hyperparameters │ ├── MIMIC │ │ ├── AE.json │ │ ├── BNN.json │ │ ├── HI-VAE.json │ │ ├── LogReg.json │ │ ├── MCDropout.json │ │ ├── NN.json │ │ └── PPCA.json │ └── eICU │ │ ├── AE.json │ │ ├── BNN.json │ │ ├── DUE.json │ │ ├── HI-VAE.json │ │ ├── LOF.json │ │ ├── LogReg.json │ │ ├── MCDropout.json │ │ ├── NN.json │ │ └── PPCA.json ├── ood_stats │ └── ood_statistics.csv ├── projected │ ├── eicu_dbscan.npy │ ├── eicu_mimic_projected.npy │ ├── eicu_mimic_projected2.npy │ ├── eicu_projected.npy │ └── eicu_projected2.npy ├── results │ ├── DA │ │ ├── AE │ │ │ └── detection │ │ │ │ └── reconstr_err │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ ├── AnchoredNNEnsemble │ │ │ ├── detection │ │ │ │ ├── entropy │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ │ ├── mutual_information │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ │ └── std │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ ├── metrics │ │ │ │ ├── accuracy.pkl │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ ├── ece.pkl │ │ │ │ ├── nll.pkl │ │ │ │ └── roc_auc_score.pkl │ │ │ └── metrics_id │ │ │ │ ├── accuracy.pkl │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ ├── ece.pkl │ │ │ │ ├── nll.pkl │ │ │ │ └── roc_auc_score.pkl │ │ ├── BBB │ │ │ ├── detection │ │ │ │ ├── entropy │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ │ ├── mutual_information │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ │ └── std │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ ├── metrics │ │ │ │ ├── accuracy.pkl │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ ├── ece.pkl │ │ │ │ ├── nll.pkl │ │ │ │ └── roc_auc_score.pkl │ │ │ └── metrics_id │ │ │ │ ├── accuracy.pkl │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ ├── ece.pkl │ │ │ │ ├── nll.pkl │ │ │ │ └── roc_auc_score.pkl │ │ ├── BootstrappedNNEnsemble │ │ │ ├── detection │ │ │ │ ├── entropy │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ │ ├── mutual_information │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ │ └── std │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ ├── metrics │ │ │ │ ├── accuracy.pkl │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ ├── ece.pkl │ │ │ │ ├── nll.pkl │ │ │ │ └── roc_auc_score.pkl │ │ │ └── metrics_id │ │ │ │ ├── accuracy.pkl │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ ├── ece.pkl │ │ │ │ ├── nll.pkl │ │ │ │ └── roc_auc_score.pkl │ │ ├── HI-VAE │ │ │ └── detection │ │ │ │ ├── latent_prior_prob │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ │ ├── latent_prob │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ │ ├── reconstr_err │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ │ └── reconstr_err_grad │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ ├── LogReg │ │ │ ├── detection │ │ │ │ ├── entropy │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ │ └── max_prob │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ ├── metrics │ │ │ │ ├── accuracy.pkl │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ ├── ece.pkl │ │ │ │ ├── nll.pkl │ │ │ │ └── roc_auc_score.pkl │ │ │ └── metrics_id │ │ │ │ ├── accuracy.pkl │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ ├── ece.pkl │ │ │ │ ├── nll.pkl │ │ │ │ └── roc_auc_score.pkl │ │ ├── MCDropout │ │ │ ├── detection │ │ │ │ ├── entropy │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ │ ├── mutual_information │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ │ └── std │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ ├── metrics │ │ │ │ ├── accuracy.pkl │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ ├── ece.pkl │ │ │ │ ├── nll.pkl │ │ │ │ └── roc_auc_score.pkl │ │ │ └── metrics_id │ │ │ │ ├── accuracy.pkl │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ ├── ece.pkl │ │ │ │ ├── nll.pkl │ │ │ │ └── roc_auc_score.pkl │ │ ├── NN │ │ │ ├── detection │ │ │ │ ├── entropy │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ │ └── max_prob │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ ├── metrics │ │ │ │ ├── accuracy.pkl │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ ├── ece.pkl │ │ │ │ ├── nll.pkl │ │ │ │ └── roc_auc_score.pkl │ │ │ └── metrics_id │ │ │ │ ├── accuracy.pkl │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ ├── ece.pkl │ │ │ │ ├── nll.pkl │ │ │ │ └── roc_auc_score.pkl │ │ ├── NNEnsemble │ │ │ ├── detection │ │ │ │ ├── entropy │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ │ ├── mutual_information │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ │ └── std │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ ├── metrics │ │ │ │ ├── accuracy.pkl │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ ├── ece.pkl │ │ │ │ ├── nll.pkl │ │ │ │ └── roc_auc_score.pkl │ │ │ └── metrics_id │ │ │ │ ├── accuracy.pkl │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ ├── ece.pkl │ │ │ │ ├── nll.pkl │ │ │ │ └── roc_auc_score.pkl │ │ ├── PPCA │ │ │ └── detection │ │ │ │ └── log_prob │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ ├── PlattScalingNN │ │ │ ├── detection │ │ │ │ ├── entropy │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ │ └── max_prob │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ ├── metrics │ │ │ │ ├── accuracy.pkl │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ ├── ece.pkl │ │ │ │ ├── nll.pkl │ │ │ │ └── roc_auc_score.pkl │ │ │ └── metrics_id │ │ │ │ ├── accuracy.pkl │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ ├── ece.pkl │ │ │ │ ├── nll.pkl │ │ │ │ └── roc_auc_score.pkl │ │ └── VAE │ │ │ └── detection │ │ │ ├── latent_prior_prob │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ │ ├── latent_prob │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ │ ├── reconstr_err │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ │ └── reconstr_err_grad │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ ├── MIMIC │ │ ├── ID │ │ │ ├── AE │ │ │ │ └── uncertainties │ │ │ │ │ └── default.pkl │ │ │ ├── AnchoredNNEnsemble │ │ │ │ ├── predictions │ │ │ │ │ └── predictions.pkl │ │ │ │ └── uncertainties │ │ │ │ │ ├── entropy.pkl │ │ │ │ │ ├── mutual_information.pkl │ │ │ │ │ └── std.pkl │ │ │ ├── BBB │ │ │ │ ├── predictions │ │ │ │ │ └── predictions.pkl │ │ │ │ └── uncertainties │ │ │ │ │ ├── entropy.pkl │ │ │ │ │ ├── mutual_information.pkl │ │ │ │ │ └── std.pkl │ │ │ ├── BootstrappedNNEnsemble │ │ │ │ ├── predictions │ │ │ │ │ └── predictions.pkl │ │ │ │ └── uncertainties │ │ │ │ │ ├── entropy.pkl │ │ │ │ │ ├── mutual_information.pkl │ │ │ │ │ └── std.pkl │ │ │ ├── LogReg │ │ │ │ ├── predictions │ │ │ │ │ └── predictions.pkl │ │ │ │ └── uncertainties │ │ │ │ │ ├── entropy.pkl │ │ │ │ │ └── max_prob.pkl │ │ │ ├── MCDropout │ │ │ │ ├── predictions │ │ │ │ │ └── predictions.pkl │ │ │ │ └── uncertainties │ │ │ │ │ ├── entropy.pkl │ │ │ │ │ ├── mutual_information.pkl │ │ │ │ │ └── std.pkl │ │ │ ├── NN │ │ │ │ ├── predictions │ │ │ │ │ └── predictions.pkl │ │ │ │ └── uncertainties │ │ │ │ │ ├── entropy.pkl │ │ │ │ │ └── max_prob.pkl │ │ │ ├── NNEnsemble │ │ │ │ ├── predictions │ │ │ │ │ └── predictions.pkl │ │ │ │ └── uncertainties │ │ │ │ │ ├── entropy.pkl │ │ │ │ │ ├── mutual_information.pkl │ │ │ │ │ └── std.pkl │ │ │ ├── PPCA │ │ │ │ └── uncertainties │ │ │ │ │ └── log_prob.pkl │ │ │ ├── PlattScalingNN │ │ │ │ ├── predictions │ │ │ │ │ └── predictions.pkl │ │ │ │ └── uncertainties │ │ │ │ │ ├── entropy.pkl │ │ │ │ │ └── max_prob.pkl │ │ │ └── y_test.pkl │ │ ├── OOD │ │ │ ├── AE │ │ │ │ └── detection │ │ │ │ │ └── reconstr_err │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ ├── AnchoredNNEnsemble │ │ │ │ ├── detection │ │ │ │ │ ├── entropy │ │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ │ └── recall.pkl │ │ │ │ │ ├── mutual_information │ │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ │ └── recall.pkl │ │ │ │ │ └── std │ │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ │ └── recall.pkl │ │ │ │ └── metrics │ │ │ │ │ ├── accuracy.pkl │ │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ │ ├── ece.pkl │ │ │ │ │ ├── nll.pkl │ │ │ │ │ └── roc_auc_score.pkl │ │ │ ├── BBB │ │ │ │ ├── detection │ │ │ │ │ ├── entropy │ │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ │ └── recall.pkl │ │ │ │ │ ├── mutual_information │ │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ │ └── recall.pkl │ │ │ │ │ └── std │ │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ │ └── recall.pkl │ │ │ │ └── metrics │ │ │ │ │ ├── accuracy.pkl │ │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ │ ├── ece.pkl │ │ │ │ │ ├── nll.pkl │ │ │ │ │ └── roc_auc_score.pkl │ │ │ ├── BootstrappedNNEnsemble │ │ │ │ ├── detection │ │ │ │ │ ├── entropy │ │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ │ └── recall.pkl │ │ │ │ │ ├── mutual_information │ │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ │ └── recall.pkl │ │ │ │ │ └── std │ │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ │ └── recall.pkl │ │ │ │ └── metrics │ │ │ │ │ ├── accuracy.pkl │ │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ │ ├── ece.pkl │ │ │ │ │ ├── nll.pkl │ │ │ │ │ └── roc_auc_score.pkl │ │ │ ├── HI-VAE │ │ │ │ └── detection │ │ │ │ │ ├── latent_prior_prob │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ │ │ ├── latent_prob │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ │ │ ├── reconstr_err │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ │ │ └── reconstr_err_grad │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ ├── LogReg │ │ │ │ ├── detection │ │ │ │ │ ├── entropy │ │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ │ └── recall.pkl │ │ │ │ │ └── max_prob │ │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ │ └── recall.pkl │ │ │ │ └── metrics │ │ │ │ │ ├── accuracy.pkl │ │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ │ ├── ece.pkl │ │ │ │ │ ├── nll.pkl │ │ │ │ │ └── roc_auc_score.pkl │ │ │ ├── MCDropout │ │ │ │ ├── detection │ │ │ │ │ ├── entropy │ │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ │ └── recall.pkl │ │ │ │ │ ├── mutual_information │ │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ │ └── recall.pkl │ │ │ │ │ └── std │ │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ │ └── recall.pkl │ │ │ │ └── metrics │ │ │ │ │ ├── accuracy.pkl │ │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ │ ├── ece.pkl │ │ │ │ │ ├── nll.pkl │ │ │ │ │ └── roc_auc_score.pkl │ │ │ ├── NN │ │ │ │ ├── detection │ │ │ │ │ ├── entropy │ │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ │ └── recall.pkl │ │ │ │ │ └── max_prob │ │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ │ └── recall.pkl │ │ │ │ └── metrics │ │ │ │ │ ├── accuracy.pkl │ │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ │ ├── ece.pkl │ │ │ │ │ ├── nll.pkl │ │ │ │ │ └── roc_auc_score.pkl │ │ │ ├── NNEnsemble │ │ │ │ ├── detection │ │ │ │ │ ├── entropy │ │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ │ └── recall.pkl │ │ │ │ │ ├── mutual_information │ │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ │ └── recall.pkl │ │ │ │ │ └── std │ │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ │ └── recall.pkl │ │ │ │ └── metrics │ │ │ │ │ ├── accuracy.pkl │ │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ │ ├── ece.pkl │ │ │ │ │ ├── nll.pkl │ │ │ │ │ └── roc_auc_score.pkl │ │ │ ├── PPCA │ │ │ │ └── detection │ │ │ │ │ └── log_prob │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ ├── PlattScalingNN │ │ │ │ ├── detection │ │ │ │ │ ├── entropy │ │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ │ └── recall.pkl │ │ │ │ │ └── max_prob │ │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ │ └── recall.pkl │ │ │ │ └── metrics │ │ │ │ │ ├── accuracy.pkl │ │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ │ ├── ece.pkl │ │ │ │ │ ├── nll.pkl │ │ │ │ │ └── roc_auc_score.pkl │ │ │ └── VAE │ │ │ │ └── detection │ │ │ │ ├── latent_prior_prob │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ │ ├── latent_prob │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ │ ├── reconstr_err │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ │ └── reconstr_err_grad │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ └── perturbation │ │ │ ├── AE │ │ │ └── detection │ │ │ │ └── reconstr_err │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ ├── AnchoredNNEnsemble │ │ │ └── detection │ │ │ │ ├── entropy │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ │ ├── mutual_information │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ │ └── std │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ ├── BBB │ │ │ └── detection │ │ │ │ ├── entropy │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ │ ├── mutual_information │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ │ └── std │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ ├── BootstrappedNNEnsemble │ │ │ └── detection │ │ │ │ ├── entropy │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ │ ├── mutual_information │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ │ └── std │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ ├── DUE │ │ │ └── detection │ │ │ │ ├── entropy │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ │ └── std │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ ├── HI-VAE │ │ │ └── detection │ │ │ │ ├── latent_prior_prob │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ │ ├── latent_prob │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ │ ├── reconstr_err │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ │ └── reconstr_err_grad │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ ├── LOF │ │ │ └── detection │ │ │ │ └── outlier_score │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ ├── LogReg │ │ │ └── detection │ │ │ │ ├── entropy │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ │ └── max_prob │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ ├── MCDropout │ │ │ └── detection │ │ │ │ ├── entropy │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ │ ├── mutual_information │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ │ └── std │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ ├── NN │ │ │ └── detection │ │ │ │ ├── entropy │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ │ ├── max_abs_out │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ │ └── max_prob │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ ├── NNEnsemble │ │ │ └── detection │ │ │ │ ├── entropy │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ │ ├── mutual_information │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ │ └── std │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ ├── PPCA │ │ │ └── detection │ │ │ │ └── log_prob │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ ├── PlattScalingNN │ │ │ └── detection │ │ │ │ ├── entropy │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ │ ├── max_abs_out │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ │ └── max_prob │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ └── VAE │ │ │ └── detection │ │ │ ├── latent_prior_prob │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ │ ├── latent_prob │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ │ ├── reconstr_err │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ │ └── reconstr_err_grad │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ └── eICU │ │ ├── ID │ │ ├── AE │ │ │ └── uncertainties │ │ │ │ └── reconstr_err.pkl │ │ ├── AnchoredNNEnsemble │ │ │ ├── predictions │ │ │ │ └── predictions.pkl │ │ │ └── uncertainties │ │ │ │ ├── entropy.pkl │ │ │ │ ├── mutual_information.pkl │ │ │ │ └── std.pkl │ │ ├── BBB │ │ │ ├── predictions │ │ │ │ └── predictions.pkl │ │ │ └── uncertainties │ │ │ │ ├── entropy.pkl │ │ │ │ ├── mutual_information.pkl │ │ │ │ └── std.pkl │ │ ├── BootstrappedNNEnsemble │ │ │ ├── predictions │ │ │ │ └── predictions.pkl │ │ │ └── uncertainties │ │ │ │ ├── entropy.pkl │ │ │ │ ├── mutual_information.pkl │ │ │ │ └── std.pkl │ │ ├── LogReg │ │ │ ├── predictions │ │ │ │ └── predictions.pkl │ │ │ └── uncertainties │ │ │ │ ├── entropy.pkl │ │ │ │ └── max_prob.pkl │ │ ├── MCDropout │ │ │ ├── predictions │ │ │ │ └── predictions.pkl │ │ │ └── uncertainties │ │ │ │ ├── entropy.pkl │ │ │ │ ├── mutual_information.pkl │ │ │ │ └── std.pkl │ │ ├── NN │ │ │ ├── predictions │ │ │ │ └── predictions.pkl │ │ │ └── uncertainties │ │ │ │ ├── entropy.pkl │ │ │ │ └── max_prob.pkl │ │ ├── NNEnsemble │ │ │ ├── predictions │ │ │ │ └── predictions.pkl │ │ │ └── uncertainties │ │ │ │ ├── entropy.pkl │ │ │ │ ├── mutual_information.pkl │ │ │ │ └── std.pkl │ │ ├── PPCA │ │ │ └── uncertainties │ │ │ │ └── reconstr_err.pkl │ │ ├── PlattScalingNN │ │ │ ├── predictions │ │ │ │ └── predictions.pkl │ │ │ └── uncertainties │ │ │ │ ├── entropy.pkl │ │ │ │ └── max_prob.pkl │ │ └── y_test.pkl │ │ ├── OOD │ │ ├── AE │ │ │ └── detection │ │ │ │ └── reconstr_err │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ ├── AnchoredNNEnsemble │ │ │ ├── detection │ │ │ │ ├── entropy │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ │ ├── mutual_information │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ │ └── std │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ └── metrics │ │ │ │ ├── accuracy.pkl │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ ├── ece.pkl │ │ │ │ ├── nll.pkl │ │ │ │ └── roc_auc_score.pkl │ │ ├── BBB │ │ │ ├── detection │ │ │ │ ├── entropy │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ │ ├── mutual_information │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ │ └── std │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ └── metrics │ │ │ │ ├── accuracy.pkl │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ ├── ece.pkl │ │ │ │ ├── nll.pkl │ │ │ │ └── roc_auc_score.pkl │ │ ├── BootstrappedNNEnsemble │ │ │ ├── detection │ │ │ │ ├── entropy │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ │ ├── mutual_information │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ │ └── std │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ └── metrics │ │ │ │ ├── accuracy.pkl │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ ├── ece.pkl │ │ │ │ ├── nll.pkl │ │ │ │ └── roc_auc_score.pkl │ │ ├── LogReg │ │ │ ├── detection │ │ │ │ ├── entropy │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ │ └── max_prob │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ └── metrics │ │ │ │ ├── accuracy.pkl │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ ├── ece.pkl │ │ │ │ ├── nll.pkl │ │ │ │ └── roc_auc_score.pkl │ │ ├── MCDropout │ │ │ ├── detection │ │ │ │ ├── entropy │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ │ ├── mutual_information │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ │ └── std │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ └── metrics │ │ │ │ ├── accuracy.pkl │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ ├── ece.pkl │ │ │ │ ├── nll.pkl │ │ │ │ └── roc_auc_score.pkl │ │ ├── NN │ │ │ ├── detection │ │ │ │ ├── entropy │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ │ └── max_prob │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ └── metrics │ │ │ │ ├── accuracy.pkl │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ ├── ece.pkl │ │ │ │ ├── nll.pkl │ │ │ │ └── roc_auc_score.pkl │ │ ├── NNEnsemble │ │ │ ├── detection │ │ │ │ ├── entropy │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ │ ├── mutual_information │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ │ └── std │ │ │ │ │ ├── detect_auc.pkl │ │ │ │ │ └── recall.pkl │ │ │ └── metrics │ │ │ │ ├── accuracy.pkl │ │ │ │ ├── brier_score_loss.pkl │ │ │ │ ├── ece.pkl │ │ │ │ ├── nll.pkl │ │ │ │ └── roc_auc_score.pkl │ │ ├── PPCA │ │ │ └── detection │ │ │ │ └── log_prob │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ └── PlattScalingNN │ │ │ ├── detection │ │ │ ├── entropy │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ └── max_prob │ │ │ │ ├── detect_auc.pkl │ │ │ │ └── recall.pkl │ │ │ └── metrics │ │ │ ├── accuracy.pkl │ │ │ ├── brier_score_loss.pkl │ │ │ ├── ece.pkl │ │ │ ├── nll.pkl │ │ │ └── roc_auc_score.pkl │ │ └── perturbation │ │ ├── AE │ │ └── detection │ │ │ └── reconstr_err │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ ├── AnchoredNNEnsemble │ │ └── detection │ │ │ ├── entropy │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ │ ├── mutual_information │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ │ └── std │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ ├── BBB │ │ └── detection │ │ │ ├── entropy │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ │ ├── mutual_information │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ │ └── std │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ ├── BootstrappedNNEnsemble │ │ └── detection │ │ │ ├── entropy │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ │ ├── mutual_information │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ │ └── std │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ ├── DUE │ │ └── detection │ │ │ ├── entropy │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ │ └── std │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ ├── HI-VAE │ │ └── detection │ │ │ ├── latent_prior_prob │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ │ ├── latent_prob │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ │ └── reconstr_err │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ ├── LogReg │ │ └── detection │ │ │ ├── entropy │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ │ └── max_prob │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ ├── MCDropout │ │ └── detection │ │ │ ├── entropy │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ │ ├── mutual_information │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ │ └── std │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ ├── NN │ │ └── detection │ │ │ ├── entropy │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ │ └── max_prob │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ ├── NNEnsemble │ │ └── detection │ │ │ ├── entropy │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ │ ├── mutual_information │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ │ └── std │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ ├── PPCA │ │ └── detection │ │ │ └── log_prob │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ ├── PlattScalingNN │ │ └── detection │ │ │ ├── entropy │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ │ └── max_prob │ │ │ ├── detect_auc.pkl │ │ │ └── recall.pkl │ │ └── VAE │ │ └── detection │ │ ├── latent_prior_prob │ │ ├── detect_auc.pkl │ │ └── recall.pkl │ │ ├── latent_prob │ │ ├── detect_auc.pkl │ │ └── recall.pkl │ │ ├── reconstr_err │ │ ├── detect_auc.pkl │ │ └── recall.pkl │ │ └── reconstr_err_grad │ │ ├── detect_auc.pkl │ │ └── recall.pkl ├── stats │ ├── DA │ │ └── percentage_sigs.pkl │ ├── MIMIC │ │ ├── ood_statistics.csv │ │ ├── percentage_sigs.pkl │ │ └── rel_sizes.pkl │ └── eICU │ │ ├── ood_statistics.csv │ │ ├── percentage_sigs.pkl │ │ └── rel_sizes.pkl └── yaml │ └── hcup_ccs_2015_definitions.yaml ├── img ├── experiments │ ├── DA │ │ ├── accuracy.png │ │ ├── accuracy_heat.png │ │ ├── accuracy_multi.png │ │ ├── accuracy_single.png │ │ ├── brier_score_loss.png │ │ ├── brier_score_loss_heat.png │ │ ├── brier_score_loss_multi.png │ │ ├── brier_score_loss_single.png │ │ ├── ece.png │ │ ├── ece_heat.png │ │ ├── ece_multi.png │ │ ├── ece_single.png │ │ ├── nll.png │ │ ├── nll_heat.png │ │ ├── nll_multi.png │ │ ├── nll_single.png │ │ ├── ood_detection_auc.png │ │ ├── ood_detection_auc_heat.png │ │ ├── ood_detection_auc_multi.png │ │ ├── ood_detection_auc_single.png │ │ ├── ood_recall.png │ │ ├── ood_recall_heat.png │ │ ├── ood_recall_multi.png │ │ ├── ood_recall_single.png │ │ ├── roc_auc_score.png │ │ ├── roc_auc_score_heat.png │ │ ├── roc_auc_score_multi.png │ │ └── roc_auc_score_single.png │ ├── MIMIC │ │ ├── ID │ │ │ ├── AUC-ROC.png │ │ │ ├── AUC-ROCwith_legend.png │ │ │ ├── Brier score.png │ │ │ ├── ECE.png │ │ │ ├── Fraction of positives.png │ │ │ ├── NLL.png │ │ │ └── accuracy.png │ │ ├── OOD │ │ │ ├── accuracy.png │ │ │ ├── accuracy_multi.png │ │ │ ├── accuracy_single.png │ │ │ ├── brier_score_loss.png │ │ │ ├── brier_score_loss_multi.png │ │ │ ├── brier_score_loss_single.png │ │ │ ├── ece.png │ │ │ ├── ece_multi.png │ │ │ ├── ece_single.png │ │ │ ├── nll.png │ │ │ ├── nll_multi.png │ │ │ ├── nll_single.png │ │ │ ├── ood_detection_auc.png │ │ │ ├── ood_detection_auc_multi.png │ │ │ ├── ood_detection_auc_single.png │ │ │ ├── ood_recall.png │ │ │ ├── ood_recall_multi.png │ │ │ ├── ood_recall_single.png │ │ │ ├── roc_auc_score.png │ │ │ ├── roc_auc_score_multi.png │ │ │ └── roc_auc_score_single.png │ │ └── perturbation │ │ │ ├── detect_AUC.png │ │ │ └── recall.png │ ├── MIMIC_eICU │ │ └── OOD │ │ │ ├── Acute and unspecified renal failure │ │ │ ├── ood_detection_auc.png │ │ │ └── ood_recall.png │ │ │ ├── Elective admissions │ │ │ ├── ood_detection_auc.png │ │ │ └── ood_recall.png │ │ │ ├── Emergency │ │ │ └── Urgent admissions │ │ │ │ ├── ood_detection_auc.png │ │ │ │ └── ood_recall.png │ │ │ ├── Epilepsy; convulsions │ │ │ ├── ood_detection_auc.png │ │ │ └── ood_recall.png │ │ │ ├── Ethnicity: Black │ │ │ └── African American │ │ │ │ ├── ood_detection_auc.png │ │ │ │ └── ood_recall.png │ │ │ ├── Ethnicity: White │ │ │ ├── ood_detection_auc.png │ │ │ └── ood_recall.png │ │ │ ├── Female │ │ │ ├── ood_detection_auc.png │ │ │ └── ood_recall.png │ │ │ ├── Hypertension with complications and secondary hypertension │ │ │ ├── ood_detection_auc.png │ │ │ └── ood_recall.png │ │ │ ├── Male │ │ │ ├── ood_detection_auc.png │ │ │ └── ood_recall.png │ │ │ ├── Newborn │ │ │ ├── ood_detection_auc.png │ │ │ └── ood_recall.png │ │ │ └── Thyroid disorders │ │ │ ├── ood_detection_auc.png │ │ │ └── ood_recall.png │ ├── MIMIC_with_indicators │ │ └── OOD │ │ │ ├── accuracy.png │ │ │ ├── brier_score_loss.png │ │ │ ├── ece.png │ │ │ ├── ood_detection_auc.png │ │ │ ├── ood_recall.png │ │ │ └── roc_auc_score.png │ └── eICU │ │ ├── ID │ │ ├── AUC-ROC.png │ │ ├── Brier score.png │ │ ├── ECE.png │ │ ├── Fraction of positives.png │ │ ├── NLL.png │ │ ├── accuracy.png │ │ └── legend.png │ │ ├── OOD │ │ ├── accuracy.png │ │ ├── accuracy_multi.png │ │ ├── accuracy_single.png │ │ ├── brier_score_loss.png │ │ ├── brier_score_loss_multi.png │ │ ├── brier_score_loss_single.png │ │ ├── ece.png │ │ ├── ece_multi.png │ │ ├── ece_single.png │ │ ├── log_loss.png │ │ ├── nll.png │ │ ├── nll_multi.png │ │ ├── nll_single.png │ │ ├── ood_detection_auc.png │ │ ├── ood_detection_auc_multi.png │ │ ├── ood_detection_auc_single.png │ │ ├── ood_recall.png │ │ ├── ood_recall_multi.png │ │ ├── ood_recall_single.png │ │ ├── roc_auc_score.png │ │ ├── roc_auc_score_multi.png │ │ └── roc_auc_score_single.png │ │ └── perturbation │ │ ├── detect_AUC.png │ │ └── recall.png ├── ood_groups │ ├── eicu │ │ ├── eicu_acute and unspecified renal failure.png │ │ ├── eicu_elective admissions.png │ │ ├── eicu_emergency_ urgent admissions.png │ │ ├── eicu_epilepsy; convulsions.png │ │ ├── eicu_ethnicity: black_african american.png │ │ ├── eicu_ethnicity: white.png │ │ ├── eicu_female.png │ │ ├── eicu_hypertension with complications and secondary hypertension.png │ │ ├── eicu_male.png │ │ └── eicu_thyroid disorders.png │ └── joint │ │ ├── eicu_hospitals.png │ │ ├── eicu_mimic_acute and unspecified renal failure.png │ │ ├── eicu_mimic_elective admissions.png │ │ ├── eicu_mimic_emergency_ urgent admissions.png │ │ ├── eicu_mimic_epilepsy; convulsions.png │ │ ├── eicu_mimic_ethnicity: black_african american.png │ │ ├── eicu_mimic_ethnicity: white.png │ │ ├── eicu_mimic_female.png │ │ ├── eicu_mimic_hypertension with complications and secondary hypertension.png │ │ ├── eicu_mimic_male.png │ │ ├── eicu_mimic_manifold.png │ │ └── eicu_mimic_thyroid disorders.png └── toy_multiclass │ ├── multiclass_anchored_ensemble.png │ ├── multiclass_ensemble.png │ └── multiclass_single.png ├── notebooks ├── eICU_feature_names.pkl ├── eicu_data_exploration.ipynb ├── eicu_mimic_da.ipynb ├── eicu_ood_groups.ipynb ├── make_plots_from_pickle.ipynb └── multiclass_uncertainty.ipynb ├── requirements.txt └── src ├── __init__.py ├── experiments ├── __init___.py ├── domain_adaptation.py ├── evaluate_id.py ├── hyperparameter_search.py ├── in_domain.py ├── infer_types.py ├── ood_statistics.py ├── out_of_domain.py ├── perturbation.py ├── plot_results.py └── validate_ood.py ├── mappings.py ├── models ├── __init__.py ├── anchored_ensemble.py ├── autoencoder.py ├── bbb.py ├── dkl_due.py ├── hi_vae.py ├── info.py ├── lof.py ├── mlp.py ├── nn_ensemble.py ├── novelty_estimator.py ├── ppca.py ├── vae.py └── var_decoders.py ├── preprocessing ├── __init__.py └── eicu.py ├── utils ├── __init__.py ├── datahandler.py ├── metrics.py ├── model_init.py ├── novelty_analyzer.py ├── ood.py └── types.py └── visualizing ├── __init__.py ├── confidence_performance_plots.py └── ood_plots.py /.flake8: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Pacmed/ehr_ood_detection/HEAD/.flake8 -------------------------------------------------------------------------------- /.pre-commit-config.yaml: 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