⚠️There's a newer version (1.0.8) of this package. Take me there.

fuzzyforest (version 1.0.0)

Fuzzy Forests

Description

Fuzzy forests, a new algorithm based on random forests, is designed to reduce the bias seen in random forest feature selection caused by the presence of correlated features. Fuzzy forests uses recursive feature elimination random forests to select features from separate blocks of correlated features where the correlation within each block of features is high and the correlation between blocks of features is low. One final random forest is fit using the surviving features. This package fits random forests using the 'randomForest' package and allows for easy use of 'WGCNA' to split features into distinct blocks.

Copy Link

Version

Down Chevron

Install

install.packages('fuzzyforest')

Monthly Downloads

591

Version

1.0.0

License

GPL-3

Maintainer

Last Published

February 18th, 2016

Functions in fuzzyforest (1.0.0)