API

This page lists all the public functions and classes of the hazardous package:

Estimators

GradientBoostingIncidence

Cause-specific Cumulative Incidence Function (CIF) with GBDT.

Metrics

metrics.brier_score_survival	Time-dependent Brier score of a survival function estimate.
metrics.brier_score_incidence	Time-dependent Brier score for the kth cause of event.
metrics.integrated_brier_score_survival	Compute the Brier score integrated over the observed time range.
metrics.integrated_brier_score_incidence	Time-integrated Brier score of a cause-specific cumulative incidence estimate.

Datasets

data.make_synthetic_competing_weibull	Generate a synthetic dataset with competing Weibull-distributed events.
data.load_seer	Load the seer dataset and optionally apply the same preprocessing as done in SurvTRACE.

Inverse Probability Censoring Weight

IPCWEstimator

Estimate the Inverse Probability of Censoring Weight (IPCW).