Man pages for survex
Explainable Machine Learning in Survival Analysis
| brier_score | Calculate Brier score |
| cd_auc | Calculate Cumulative/Dynamic AUC |
| c_index | Compute the Harrell's Concordance index |
| cumulative_hazard_to_survival | Transform Cumulative Hazard to Survival |
| 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_integrate | Calculate integrated metrics based on time-dependent metrics. |
| 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.surv_explainer | Dataset Level Model Diagnostics |
| model_parts.surv_explainer | Dataset Level Variable Importance for Survival Models |
| model_performance.surv_explainer | Dataset Level Performance Measures |
| model_profile_2d.surv_explainer | Dataset Level 2-Dimensional Variable Profile for Survival... |
| model_profile.surv_explainer | Dataset Level Variable Profile as Partial Dependence... |
| 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_parts.surv_explainer | Instance Level Parts of Survival Model Predictions |
| predict_profile.surv_explainer | Instance Level Profile as Ceteris Paribus for Survival Models |
| predict.surv_explainer | Model Predictions for Survival Models |
| risk_from_chf | Generate Risk Prediction based on the Survival Function |
| surv_ceteris_paribus | Helper functions for 'predict_profile.R' |
| surv_feature_importance | Helper functions for 'model_parts.R' |
| surv_integrated_feature_importance | Helper functions for 'model_parts.R' |
| survival_to_cumulative_hazard | Transform Survival to Cumulative Hazard |
| surv_lime | Helper functions for 'predict_parts.R' |
| surv_model_info | Extract additional information from the model |
| surv_model_performance | Helper functions for 'model_performance.R' |
| surv_shap | Helper functions for 'predict_parts.R' |
| theme_survex | Default Theme for survex plots |
| transform_to_stepfunction | Transform Fixed Point Prediction into a Stepfunction |
