ExplainersCreate a model agnostic explainer for further processing 


A modelagnostic explainer for survival models 

Dataset level explanations 

Dataset Level Model Diagnostics 

Dataset Level Variable Importance for Survival Models 

Dataset Level Performance Measures 

Dataset Level Variable Profile as Partial Dependence Explanations for Survival Models 

Dataset Level 2Dimensional Variable Profile for Survival Models 

Global SHAP Values 

Instance level explanations 

Model Predictions for Survival Models 

Instance Level Parts of Survival Model Predictions 

Instance Level Profile as Ceteris Paribus for Survival Models 

Metrics and loss functions 

Calculate Brier score 

Calculate integrated Brier score 

Adapt mlr3proba measures for use with survex 

Calculate integrated metrics based on timedependent metrics. 

Calculate the Concordance index loss 

Calculate Cumulative/Dynamic AUC loss 

Calculate integrated C/D AUC loss 

Calculate Cumulative/Dynamic AUC 

Compute the Harrell's Concordance index 

Calculate integrated C/D AUC 

Plotting functionsPlot results created by different functions 

Model Performance 

Plot Model Performance for Survival Models 

Plot Model Performance Metrics for Survival Models 

Plot ROC Curves for Survival Models 

Model Parts 

Plot Model Parts for Survival Models 

Plot Permutational Feature Importance for Survival Models 

Model Profile 

Plot Model Profile for Survival Models 

Plot 2Dimensional Model Profile for Survival Models 

Model SurvSHAP(t) 

Plot Aggregated SurvSHAP(t) Explanations for Survival Models 

Model Diagnostics 

Plot Model Diagnostics for Survival Models 

Predict Parts 

Plot Predict Parts for Survival Models 

Plot SurvSHAP(t) Explanations for Survival Models 

Plot SurvLIME Explanations for Survival Models 

Predict Profile 

Plot Predict Profile for Survival Models 

Utility functions 

Extract Local SurvSHAP(t) from Global SurvSHAP(t) 

Transform Fixed Point Prediction into a Stepfunction 

Generate Risk Prediction based on the Survival Function 

Transform Cumulative Hazard to Survival 

Transform Survival to Cumulative Hazard 

Extract additional information from the model 


Default Theme for survex plots 