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hySAINT (version 1.2.1)

Hybrid Genetic and Simulated Annealing Algorithm for High Dimensional Linear Models with Interaction Effects

Description

We provide a stage-wise selection method using genetic algorithms, designed to efficiently identify main and two-way interactions within high-dimensional linear regression models. Additionally, it implements simulated annealing algorithm during the mutation process. The relevant paper can be found at: Ye, C.,and Yang,Y. (2019) .

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Version

Install

install.packages('hySAINT')

Monthly Downloads

146

Version

1.2.1

License

GPL-2

Maintainer

Leiyue Li

Last Published

April 4th, 2024

Functions in hySAINT (1.2.1)

Crossover

Performing crossover
Initial

Creating initial parents
Extract

Extracting columns and generating required interaction effects from data
hySAINT

Hybrid Genetic and Simulated Annealing Algorithm
ABC

ABC Evaluation
Mutation

Performing mutation
EVA

Evaluating main and interaction effects