Man pages for survcompare
Nested Cross-Validation to Compare Cox-PH, Cox-Lasso, Survival Random Forests
| linear_beta | Auxiliary function for simulatedata functions |
| ml_hyperparams_srf | Internal function for getting grid of hyperparameters for... |
| print.survcompare | Print survcompare object |
| print.survensemble_cv | Prints trained survensemble object |
| simulate_crossterms | Simulated sample with survival outcomes with non-linear and... |
| simulate_linear | Simulated sample with survival outcomes with linear... |
| simulate_nonlinear | Simulated sample with survival outcomes with non-linear... |
| summary.survcompare | Summary of survcompare results |
| summary.survensemble_cv | Prints summary of a trained survensemble_cv object |
| surv_brierscore | Calculates time-dependent Brier Score |
| survcompare | Cross-validates and compares Cox Proportionate Hazards and... |
| survcompare2 | Compares two cross-validated models using surv____cv... |
| survcox_cv | Cross-validates Cox or CoxLasso model |
| survcoxlasso_train | Trains CoxLasso, using cv.glmnet(s="lambda.min") |
| survcox_predict | Computes event probabilities from a trained cox model |
| survcox_train | Trains CoxPH using survival package, or trains CoxLasso... |
| survival_prob_km | Calculates survival probability estimated by Kaplan-Meier... |
| survsrf_cv | Cross-validates Survival Random Forest |
| survsrfens_cv | Cross-validates predictive performance for SRF Ensemble |
| survsrfens_predict | Predicts event probability by a trained sequential ensemble... |
| survsrfens_train | Fits an ensemble of Cox-PH and Survival Random Forest (SRF)... |
| survsrf_predict | Predicts event probability by a trained Survival Random... |
| survsrfstack_cv | Cross-validates stacked ensemble of the CoxPH and Survival... |
| survsrfstack_predict | Predicts event probability by a trained stacked ensemble of... |
| survsrfstack_train | Trains the stacked ensemble of the CoxPH and Survival Random... |
| survsrf_train | Fits randomForestSRC, with tuning by mtry, nodedepth, and... |
| survsrf_tune | A repeated 3-fold CV over a hyperparameters grid |
| survsrf_tune_single | Internal function for survsrf_tune(), performs 1 CV |
| surv_validate | Computes performance statistics for a survival data given the... |
