Index

A

AcceleratedFailureTime (class in bsix.models)

B

BaseCoxRegression (class in bsix.models) BaseCoxRegressionWithTimeVarying (class in bsix.models) BaseRandomSurvivalForest (class in bsix.models) BaseSurvival (class in bsix.models.base) BaseSurvivalTree (class in bsix.models) breslow (bsix.models.CoxRegression attribute) (bsix.models.CoxRegressionWithTimeVarying attribute) (bsix.models.DeepSurv attribute) (bsix.models.DeepTimeVarying attribute)

bsix.models module bsix.models.base module bsix.utils module

C

calculate_xai() (bsix.models.AcceleratedFailureTime method) (bsix.models.base.BaseSurvival method) (bsix.models.BaseCoxRegression method) (bsix.models.BaseCoxRegressionWithTimeVarying method) (bsix.models.BaseRandomSurvivalForest method) (bsix.models.BaseSurvivalTree method) (bsix.models.CoxRegression method) (bsix.models.CoxRegressionWithTimeVarying method) (bsix.models.DeepMultiTask method) (bsix.models.DeepMultiTaskMultiLoss method) (bsix.models.DeepSurv method) (bsix.models.DeepTimeVarying method) (bsix.models.RandomSurvForest method) (bsix.models.SurvTree method) coef_ (bsix.models.CoxRegression attribute) (bsix.models.CoxRegressionWithTimeVarying attribute)

compute_binary_metrics() (in module bsix.utils) compute_metric_confidence_interval() (in module bsix.utils) compute_metrics() (in module bsix.utils) compute_survival_metrics() (in module bsix.utils) concordanceIndexHarrel() (in module bsix.utils) concordanceIndexIPCW() (in module bsix.utils) CoxRegression (class in bsix.models) CoxRegressionWithTimeVarying (class in bsix.models) cumulative_hazard_function (bsix.models.CoxRegression attribute) (bsix.models.CoxRegressionWithTimeVarying attribute) (bsix.models.DeepMultiTask attribute) (bsix.models.DeepMultiTaskMultiLoss attribute) (bsix.models.DeepSurv attribute) (bsix.models.DeepTimeVarying attribute) (bsix.models.RandomSurvForest attribute) cumulativeDinamicAUC() (in module bsix.utils)

D

DeepMultiTask (class in bsix.models) DeepMultiTaskMultiLoss (class in bsix.models)

DeepSurv (class in bsix.models) DeepTimeVarying (class in bsix.models) dinamic_discretise() (bsix.models.base.BaseSurvival static method)

F

feature_selection() (bsix.models.base.BaseSurvival static method) fit() (bsix.models.AcceleratedFailureTime method) (bsix.models.base.BaseSurvival method) (bsix.models.BaseCoxRegression method) (bsix.models.BaseCoxRegressionWithTimeVarying method) (bsix.models.BaseRandomSurvivalForest method) (bsix.models.BaseSurvivalTree method) (bsix.models.CoxRegression method) (bsix.models.CoxRegressionWithTimeVarying method) (bsix.models.DeepMultiTask method) (bsix.models.DeepMultiTaskMultiLoss method) (bsix.models.DeepSurv method) (bsix.models.DeepTimeVarying method) (bsix.models.RandomSurvForest method) (bsix.models.SurvTree method)

format_predictions() (in module bsix.utils) from_results_to_metrics() (in module bsix.utils)

G

generate_simulated_survival_data() (bsix.models.base.BaseSurvival static method) get_data() (in module bsix.utils) get_estimator() (in module bsix.utils)

get_results() (in module bsix.utils) get_xai_from_filter() (in module bsix.utils) get_xai_from_model_list() (in module bsix.utils)

L

load_data_arff() (in module bsix.utils) load_data_csv() (in module bsix.utils)

load_data_hdf() (in module bsix.utils) logrank_test() (bsix.models.base.BaseSurvival static method)

M

module bsix.models bsix.models.base bsix.utils

P

plot_coefficients() (bsix.models.base.BaseSurvival static method) plot_individual_shap() (bsix.models.base.BaseSurvival static method) plot_shap() (bsix.models.base.BaseSurvival static method) predict() (bsix.models.AcceleratedFailureTime method) (bsix.models.base.BaseSurvival method) (bsix.models.BaseCoxRegression method) (bsix.models.BaseCoxRegressionWithTimeVarying method) (bsix.models.BaseRandomSurvivalForest method) (bsix.models.BaseSurvivalTree method) (bsix.models.CoxRegression method) (bsix.models.CoxRegressionWithTimeVarying method) (bsix.models.DeepMultiTask method) (bsix.models.DeepMultiTaskMultiLoss method) (bsix.models.DeepSurv method) (bsix.models.DeepTimeVarying method) (bsix.models.RandomSurvForest method) (bsix.models.SurvTree method) predict_cumulative_hazard_function() (bsix.models.AcceleratedFailureTime method) (bsix.models.base.BaseSurvival method) (bsix.models.BaseCoxRegression method) (bsix.models.BaseCoxRegressionWithTimeVarying method) (bsix.models.BaseRandomSurvivalForest method) (bsix.models.BaseSurvivalTree method) (bsix.models.CoxRegression method) (bsix.models.CoxRegressionWithTimeVarying method) (bsix.models.DeepMultiTask method) (bsix.models.DeepMultiTaskMultiLoss method) (bsix.models.DeepSurv method) (bsix.models.DeepTimeVarying method) (bsix.models.RandomSurvForest method) (bsix.models.SurvTree method)

predict_survival_function() (bsix.models.AcceleratedFailureTime method) (bsix.models.base.BaseSurvival method) (bsix.models.BaseCoxRegression method) (bsix.models.BaseCoxRegressionWithTimeVarying method) (bsix.models.BaseRandomSurvivalForest method) (bsix.models.BaseSurvivalTree method) (bsix.models.CoxRegression method) (bsix.models.CoxRegressionWithTimeVarying method) (bsix.models.DeepMultiTask method) (bsix.models.DeepMultiTaskMultiLoss method) (bsix.models.DeepSurv method) (bsix.models.DeepTimeVarying method) (bsix.models.RandomSurvForest method) (bsix.models.SurvTree method)

R

RandomSurvForest (class in bsix.models)

S

save_results() (in module bsix.utils) score() (bsix.models.AcceleratedFailureTime method) (bsix.models.BaseCoxRegression method) (bsix.models.BaseCoxRegressionWithTimeVarying method) (bsix.models.BaseRandomSurvivalForest method) (bsix.models.BaseSurvivalTree method) scorerConcordanceIndex() (in module bsix.utils) set_fit_request() (bsix.models.DeepMultiTask method) (bsix.models.DeepMultiTaskMultiLoss method) (bsix.models.DeepSurv method) (bsix.models.DeepTimeVarying method) set_predict_request() (bsix.models.DeepMultiTask method) (bsix.models.DeepMultiTaskMultiLoss method) (bsix.models.DeepSurv method) (bsix.models.DeepTimeVarying method)

set_score_request() (bsix.models.DeepMultiTaskMultiLoss method) shap_explainer (bsix.models.CoxRegression attribute) (bsix.models.CoxRegressionWithTimeVarying attribute) (bsix.models.DeepMultiTask attribute) (bsix.models.DeepMultiTaskMultiLoss attribute) (bsix.models.DeepSurv attribute) (bsix.models.DeepTimeVarying attribute) (bsix.models.RandomSurvForest attribute) survival_function (bsix.models.CoxRegression attribute) (bsix.models.CoxRegressionWithTimeVarying attribute) (bsix.models.DeepMultiTask attribute) (bsix.models.DeepMultiTaskMultiLoss attribute) (bsix.models.DeepSurv attribute) (bsix.models.DeepTimeVarying attribute) (bsix.models.RandomSurvForest attribute) SurvTree (class in bsix.models)

T

to_time_dependent() (bsix.models.base.BaseSurvival static method)

to_time_varying() (bsix.models.base.BaseSurvival static method)