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LassoGEE

LassoGEE is an R package for I-CGD algorithm for GEE with L1 regularization in High-Dimension

Installation

# install.packages("devtools")
devtools::install_github("liygCR/LassoGEE/LassoGEE")

Description

Fits generalized estimating equations with L_1 regularization to longitudinal data with high dimensional covariates. Use a efficient iterative composite gradient descent algorithm (I-CGD).

Citation

Li, Y., Gao, X., and Xu, W. (2020). Statistical consistency for generalized estimating equation with L_1 regularization. (Submitted)

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I-CGD algorithm for GEE with L1 regularization in High-Dimension

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