Metrics

brier_score(survival_train, survival_test, …)

Estimate the time-dependent Brier score for right censored data.

concordance_index_censored(event_indicator, …)

Concordance index for right-censored data

concordance_index_ipcw(survival_train, …)

Concordance index for right-censored data based on inverse probability of censoring weights.

cumulative_dynamic_auc(survival_train, …)

Estimator of cumulative/dynamic AUC for right-censored time-to-event data.

integrated_brier_score(survival_train, …)

The Integrated Brier Score (IBS) provides an overall calculation of the model performance at all available times \(t_1 \leq t \leq t_\text{max}\).

as_concordance_index_ipcw_scorer(estimator)

Wraps an estimator to use concordance_index_ipcw() as score function.

as_cumulative_dynamic_auc_scorer(estimator, …)

Wraps an estimator to use cumulative_dynamic_auc() as score function.

as_integrated_brier_score_scorer(estimator, …)

Wraps an estimator to use the negative of integrated_brier_score() as score function.