Shared Frailty Regression Models with Inverse Gaussian,
Generalized Lindley, and Gamma Frailty Distributions
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Documentation for package ‘MultiFrailty’ version 0.1.0
Help Pages
| AIC.multifrailty_fit | S3 Methods for MultiFrailty Fit Objects |
| baseline_hazard | Baseline Hazard and Cumulative Hazard Evaluation |
| BIC.multifrailty_fit | S3 Methods for MultiFrailty Fit Objects |
| bootstrap_waic | Bootstrapped WAIC Computation |
| coef.multifrailty_fit | S3 Methods for MultiFrailty Fit Objects |
| compare_models | Model Comparison, Bootstrapped WAIC, and Cross-Validation for MultiFrailty Models |
| confint.multifrailty_fit | S3 Methods for MultiFrailty Fit Objects |
| cv_frailty | K-Fold Cross Validation for MultiFrailty Models |
| diagnostics_table | Diagnostic Summary Table |
| fit_frailty | Low-Level Maximum Likelihood Estimator for MultiFrailty Models |
| forecast_frailty | Future Survival Forecast |
| frailty_functions | Unified Survival, Density, Hazard, and Cumulative Hazard Combiner |
| frailty_laplace | Laplace Transform and Derivatives for Frailty Distributions |
| influence_frailty | Influence Diagnostics for MultiFrailty Models |
| logLik.multifrailty_fit | S3 Methods for MultiFrailty Fit Objects |
| loglik_frailty | Log-Likelihood Function for MultiFrailty Models |
| multifrailty | Formula Interface for Shared Frailty Regression Models |
| 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 |
| print.summary.multifrailty_fit | S3 Methods for MultiFrailty Fit Objects |
| residuals_frailty | Residual Diagnostics and Goodness-of-Fit Tests for MultiFrailty Models |
| risk_predict | Risk Score Predictions |
| r_frailty | Random Data Generation under Eight Censoring Schemes |
| r_gl1 | Random Generation for Generalized Lindley Type 1 (GL1) Frailty Distribution |
| r_gl2 | Random Generation for Generalized Lindley Type 2 (GL2) Frailty Distribution |
| r_gw | Random Generation for Generalized Weibull (GW) Baseline Distribution |
| r_ig | Random Generation for Inverse Gaussian (IG) Frailty Distribution |
| simulate_mle_performance | Monte Carlo Simulation Framework for MultiFrailty Models |
| simulation_study | Run Comprehensive Simulation Study |
| summary.multifrailty_fit | S3 Methods for MultiFrailty Fit Objects |
| survival_at | Survival Probability at Specific Time Points |
| vcov.multifrailty_fit | S3 Methods for MultiFrailty Fit Objects |