Penalized ECME Estimation for Censored Linear Mixed Models


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Documentation for package ‘pecme’ version 0.1.1

Help Pages

grid_pecme Grid search over the penalty parameter lambda
pecme Fit a penalized ECME censored/missing-response linear mixed model
pecme_bootstrap Cluster (group-level) bootstrap for a pecme fit
pecme_effective_df Working Ridge-type effective degrees-of-freedom approximation
pecme_lambda_grid Build a log-spaced lambda grid
pecme_loo Leave-one-group-out (or leave-one-fold-out) cross-validated log-likelihood
pecme_metrics Comprehensive fit-quality metrics for a pecme model
pecme_mi_combine Combine 'pecme' fits across multiply-imputed data sets (Rubin's rules)
pecme_quadrature_check Check sensitivity of a fitted model to the Gauss-Hermite quadrature order
plot.pecme_grid Plot the regularization path and/or selection-criterion curve
predict.pecme Predict from a fitted pecme model
simulate_pecme_data Simulate data from a censored/missing random-intercept linear mixed model