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LqG (version 0.1.0)

Robust Group Variable Screening Based on Maximum Lq-Likelihood Estimation

Description

Produces a group screening procedure that is based on maximum Lq-likelihood estimation, to simultaneously account for the group structure and data contamination in variable screening. The methods are described in Li, Y., Li, R., Qin, Y., Lin, C., & Yang, Y. (2021) Robust Group Variable Screening Based on Maximum Lq-likelihood Estimation. Statistics in Medicine, 40:6818-6834..

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Version

Install

install.packages('LqG')

Monthly Downloads

202

Version

0.1.0

License

GPL-3

Maintainer

Rong Li

Last Published

April 27th, 2022

Functions in LqG (0.1.0)

MLqE.est

Maximum Lq-likelihood Estimation
grsc.marg.MLqE

Group Screening based on marginal Maximum Lq-likelihood Estimation
grsc.MLqE

Group Screening based on Maximum Lq-likelihood Estimation
LqG_SimuData

An Example of Simulated Data for LqG