Man pages for MultiFrailty
Shared Frailty Regression Models with Inverse Gaussian, Generalized Lindley, and Gamma Frailty Distributions
| baseline_hazard | Baseline Hazard and Cumulative Hazard Evaluation |
| bootstrap_waic | Bootstrapped WAIC Computation |
| compare_models | Model Comparison, Bootstrapped WAIC, and Cross-Validation for... |
| cv_frailty | K-Fold Cross Validation for MultiFrailty Models |
| diagnostics_table | Diagnostic Summary Table |
| fit_frailty | Low-Level Maximum Likelihood Estimator for MultiFrailty... |
| forecast_frailty | Future Survival Forecast |
| frailty_functions | Unified Survival, Density, Hazard, and Cumulative Hazard... |
| frailty_laplace | Laplace Transform and Derivatives for Frailty Distributions |
| influence_frailty | Influence Diagnostics for MultiFrailty Models |
| log1mexp | Numerically stable log(1 - exp(-x)) |
| log1pexp | Numerically stable log(1 + exp(x)) |
| loglik_frailty | Log-Likelihood Function for MultiFrailty Models |
| log_sum_exp | Log-sum-exp helper for two log-scale components |
| multifrailty | Formula Interface for Shared Frailty Regression Models |
| MultiFrailty-package | MultiFrailty: Shared Frailty Regression Models with Inverse... |
| plot_all | Full Diagnostic Plot Suite |
| plot_baseline | Baseline Hazard Plot |
| plot_coef_forest | Coefficient Forest Plot |
| plot_dfbetas | DFBETAS Plot |
| plot_frailty_density | Frailty Density Overlay Plot across Families |
| plot_leverage | Leverage Index Plot |
| plot_qq_residuals | Q-Q Plot of Cox-Snell Residuals vs Exp(1) |
| plot_residuals_fitted | Residuals vs Fitted Plot |
| plot_residuals_leverage | Residuals vs Leverage Plot |
| plot_scale_location | Scale-Location Plot |
| plot_survival_km | Diagnostic and Visualization Suite for MultiFrailty Models |
| predict_frailty | Predictions for MultiFrailty Regression Models |
| print.multifrailty_fit | S3 Methods for MultiFrailty Fit Objects |
| residuals_frailty | Residual Diagnostics and Goodness-of-Fit Tests for... |
| r_frailty | Random Data Generation under Eight Censoring Schemes |
| r_gl1 | Random Generation for Generalized Lindley Type 1 (GL1)... |
| r_gl2 | Random Generation for Generalized Lindley Type 2 (GL2)... |
| r_gw | Random Generation for Generalized Weibull (GW) Baseline... |
| r_ig | Random Generation for Inverse Gaussian (IG) Frailty... |
| risk_predict | Risk Score Predictions |
| safe_exp | Safe exponential function with overflow capping |
| safe_pow | Safe power evaluation |
| simulate_mle_performance | Monte Carlo Simulation Framework for MultiFrailty Models |
| simulation_study | Run Comprehensive Simulation Study |
| survival_at | Survival Probability at Specific Time Points |
