High Dimensional Penalized Generalized Linear Mixed Models (pGLMM)


[Up] [Top]

Documentation for package ‘glmmPen’ version 1.5.2.11

Help Pages

adaptControl Control of Metropolis-within-Gibbs Adaptive Random Walk Sampling Procedure Controls the adaptive random walk Metropolis-within-Gibbs sampling procedure.
basal Basal dataset: A composition of cancer datasets with top scoring pairs (TSPs) as covariates and binary response indicating if the subject's cancer subtype was basal-like. A dataset composed of four datasets combined from studies that contain gene expression data from subjects with several types of cancer. Two of these datasets contain gene expression data for subjects with Pancreatic Ductal Adenocarcinoma (PDAC), one dataset contains data for subjects with Breast Cancer, and the fourth dataset contains data for subjects with Bladder Cancer. The response of interest is whether or not the subject's cancer subtype was the basal-like subtype. See articles Rashid et al. (2020) "Modeling Between-Study Heterogeneity for Improved Replicability in Gene Signature Selection and Clinical Prediction" and Moffitt et al. (2015) "Virtual microdissection identifies distinct tumor- and stroma-specific subtypes of pancreatic ductal adenocarcinoma" for further details on these four datasets.
BIC.pglmmObj Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
coef.pglmmObj Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
coef.pglmmObj, Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
family.pglmmObj Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
fitted.pglmmObj Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
fitted.pglmmObj, Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
fixef.pglmmObj Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
fixef.pglmmObj, Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
formula.pglmmObj Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
formula.pglmmObj, Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
glFormula_edit Extracting Useful Vectors and Matrices from Formula and Data Information
glmm Fit a Generalized Mixed Model via Monte Carlo Expectation Conditional Minimization (MCECM)
glmmPen Fit Penalized Generalized Mixed Models via Monte Carlo Expectation Conditional Minimization (MCECM)
glmmPen_FA Fit Penalized Generalized Mixed Models via Monte Carlo Expectation Conditional Minimization (MCECM)
glmm_FA Fit a Generalized Mixed Model via Monte Carlo Expectation Conditional Minimization (MCECM)
lambdaControl Control of Penalization Parameters and Selection Criteria
LambdaSeq Calculation of Penalty Parameter Sequence (Lambda Sequence)
logLik.pglmmObj Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
logLik.pglmmObj, Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
model.frame.pglmmObj Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
model.frame.pglmmObj, Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
model.matrix.pglmmObj Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
model.matrix.pglmmObj, Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
ngrps.pglmmObj Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
nobs.pglmmObj Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
optimControl Control of Penalized Generalized Linear Mixed Model Fitting
pglmmObj Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
pglmmObj-class Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
pglmmObj-method, Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
plot.pglmmObj Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
plot.pglmmObj, Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
plot_mcmc Plot Diagnostics for MCMC Posterior Draws of the Random Effects
predict.pglmmObj Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
predict.pglmmObj, Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
print.pglmmObj Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
print.pglmmObj, Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
ranef.pglmmObj Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
ranef.pglmmObj, Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
rControl Control of Latent Factor Model Number Estimation Constructs the control structure for the estimation of the number of latent factors (r) for use within the 'glmmPen_FA' and 'glmm_FA' estimation procedures.
residuals.pglmmObj Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
residuals.pglmmObj, Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
selectControl Control of Penalization Parameters and Selection Criteria
show, Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
sigma.pglmmObj Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
sigma.pglmmObj, Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'
sim.data Simulates data to use for the 'glmmPen' package
sim.data.FA Simulates data to use for the 'glmmPen' package
summary.pglmmObj Class 'pglmmObj' of Fitted Penalized Generalized Mixed-Effects Models for package 'glmmPen'