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FeatureTerminatoR (version 1.0.0)

Feature Selection Engine to Remove Features with Minimal Predictive Power

Description

The aim is to take in data.frame inputs and utilises methods, such as recursive feature engineering, to enable the features to be removed. What this does differently from the other packages, is that it gives you the choice to remove the variables manually, or it automated this process. Feature selection is a concept in machine learning, and statistical pipelines, whereby unimportant, or less predictive variables are eliminated from the analysis, see Boughaci (2018) .

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Version

Install

install.packages('FeatureTerminatoR')

Monthly Downloads

245

Version

1.0.0

License

GPL-3

Maintainer

Gary Hutson

Last Published

July 14th, 2021

Functions in FeatureTerminatoR (1.0.0)

rfeTerminator

Recursive Feature Engineering SelectoR
mutlicol_terminator

Multicollinearity TerminatoR - Feature Selection to remove highly correlated values