brier_score |
Calculate Brier score |
cd_auc |
Calculate Cumulative/Dynamic AUC |
cumulative_hazard_to_survival |
Transform Cumulative Hazard to Survival |
c_index |
Compute the Harrell's Concordance index |
explain |
A model-agnostic explainer for survival models |
explain.default |
A model-agnostic explainer for survival models |
explain_survival |
A model-agnostic explainer for survival models |
extract_predict_survshap |
Extract Local SurvSHAP(t) from Global SurvSHAP(t) |
integrated_brier_score |
Calculate integrated Brier score |
integrated_cd_auc |
Calculate integrated C/D AUC |
loss_adapt_mlr3proba |
Adapt mlr3proba measures for use with survex |
loss_brier_score |
Calculate Brier score |
loss_integrate |
Calculate integrated metrics based on time-dependent metrics. |
loss_integrated_brier_score |
Calculate integrated Brier score |
loss_one_minus_cd_auc |
Calculate Cumulative/Dynamic AUC loss |
loss_one_minus_c_index |
Calculate the Concordance index loss |
loss_one_minus_integrated_cd_auc |
Calculate integrated C/D AUC loss |
model_diagnostics |
Dataset Level Model Diagnostics |
model_diagnostics.surv_explainer |
Dataset Level Model Diagnostics |
model_parts |
Dataset Level Variable Importance for Survival Models |
model_parts.surv_explainer |
Dataset Level Variable Importance for Survival Models |
model_performance |
Dataset Level Performance Measures |
model_performance.surv_explainer |
Dataset Level Performance Measures |
model_profile |
Dataset Level Variable Profile as Partial Dependence Explanations for Survival Models |
model_profile.surv_explainer |
Dataset Level Variable Profile as Partial Dependence Explanations for Survival Models |
model_profile_2d |
Dataset Level 2-Dimensional Variable Profile for Survival Models |
model_profile_2d.surv_explainer |
Dataset Level 2-Dimensional Variable Profile for Survival Models |
model_survshap |
Global SHAP Values |
model_survshap.surv_explainer |
Global SHAP Values |
plot.aggregated_surv_shap |
Plot Aggregated SurvSHAP(t) Explanations for Survival Models |
plot.model_diagnostics_survival |
Plot Model Diagnostics for Survival Models |
plot.model_parts_survival |
Plot Model Parts for Survival Models |
plot.model_performance_survival |
Plot Model Performance for Survival Models |
plot.model_profile_2d_survival |
Plot 2-Dimensional Model Profile for Survival Models |
plot.model_profile_survival |
Plot Model Profile for Survival Models |
plot.predict_parts_survival |
Plot Predict Parts for Survival Models |
plot.predict_profile_survival |
Plot Predict Profile for Survival Models |
plot.surv_feature_importance |
Plot Permutational Feature Importance for Survival Models |
plot.surv_lime |
Plot SurvLIME Explanations for Survival Models |
plot.surv_model_performance |
Plot Model Performance Metrics for Survival Models |
plot.surv_model_performance_rocs |
Plot ROC Curves for Survival Models |
plot.surv_shap |
Plot SurvSHAP(t) Explanations for Survival Models |
predict.surv_explainer |
Model Predictions for Survival Models |
predict_parts |
Instance Level Parts of Survival Model Predictions |
predict_parts.surv_explainer |
Instance Level Parts of Survival Model Predictions |
predict_profile |
Instance Level Profile as Ceteris Paribus for Survival Models |
predict_profile.surv_explainer |
Instance Level Profile as Ceteris Paribus for Survival Models |
risk_from_chf |
Generate Risk Prediction based on the Survival Function |
set_theme_survex |
Default Theme for survex plots |
survival_to_cumulative_hazard |
Transform Survival to Cumulative Hazard |
surv_model_info |
Extract additional information from the model |
surv_model_info.coxph |
Extract additional information from the model |
surv_model_info.cph |
Extract additional information from the model |
surv_model_info.default |
Extract additional information from the model |
surv_model_info.flexsurvreg |
Extract additional information from the model |
surv_model_info.LearnerSurv |
Extract additional information from the model |
surv_model_info.model_fit |
Extract additional information from the model |
surv_model_info.ranger |
Extract additional information from the model |
surv_model_info.rfsrc |
Extract additional information from the model |
surv_model_info.sksurv |
Extract additional information from the model |
theme_default_survex |
Default Theme for survex plots |
theme_vertical_default_survex |
Default Theme for survex plots |
transform_to_stepfunction |
Transform Fixed Point Prediction into a Stepfunction |