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ResIndex (version 0.1.0)

Generate Simple yet Effective Metric of Feature Importance for Classification Problems

Description

An intuitive and explainable metric of Feature Importance for Classification Problems. Resolution Index measures the extent to which a Feature clusters different classes when data is sorted on it. User provides a DataFrame, column name of the Class, sample size and number of iterations used for calculation. Resolution Index for each Feature is returned, which can be effectively used to rank Features and reduce Dimensionality of Training data. For more details on Feature Selection see Theng and Bhoyar (2023) .

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Install

install.packages('ResIndex')

Monthly Downloads

153

Version

0.1.0

License

LGPL-2

Maintainer

Anand Jha

Last Published

March 18th, 2025

Functions in ResIndex (0.1.0)

ResIndex

RESOLUTION INDEX: A SIMPLE YET EFFECTIVE METRIC OF FEATURE IMPORTANCE FOR CLASSIFICATION PROBLEMS