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AVGAS (version 0.1.0)

A Variable Selection using Genetic Algorithms

Description

We provide a stage-wise selection method using genetic algorithm which can perform fast interaction selection in high-dimensional linear regression models with two-way interaction effects under strong, weak, or no heredity condition. Ye, C.,and Yang,Y. (2019) .

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Version

Install

install.packages('AVGAS')

Monthly Downloads

349

Version

0.1.0

License

GPL-2

Maintainer

Leiyue Li

Last Published

December 20th, 2023

Functions in AVGAS (0.1.0)

detect

Suggesting values for r2
mut

Performing mutation
initial

Setting up initial candidate models
cross

Performing crossover
ABC

Evaluating ABC for each fitted model
AVGAS

A Variable selection using Genetic AlgorithmS
Extract

Extracting specific columns from a data
Genone

Gathering useful information for first generation