A Comprehensive Analysis of High Dimensional Longitudinal Data
Compile Results from list of qpgee()
Compile Results from qpgee()
Compile Results from qpgee()
Cross-Validation for Generalized Estimating Equations (GEE)
Update Beta Coefficients for One Iteration
Update the Working Correlation Matrix
GeeVerse: Wrapper for Quantile Penalized Generalized Estimating Equati...
Generate Data for Simulation
PGEE accelerated with RCpp
SCAD Penalty Derivative (Linearized Approximation)
Print summary method for qpgee model objects
Quantile Penalized Generalized Estimating Equations (QPGEE)
Control Parameters for qpgee
Generate Covariance Matrix
To provide a comprehensive analysis of high dimensional longitudinal data,this package provides analysis for any combination of 1) simultaneous variable selection and estimation, 2) mean regression or quantile regression for heterogeneous data, 3) cross-sectional or longitudinal data, 4) balanced or imbalanced data, 5) moderate, high or even ultra-high dimensional data, via computationally efficient implementations of penalized generalized estimating equations.