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GTbasedIM (version 1.0.0)

Game Theory-Based Influence Measures

Description

Understanding how features influence a specific response variable becomes crucial in classification problems, with applications ranging from medical diagnosis to customer behavior analysis. This packages provides tools to compute such an influence measure grounded on game theory concepts. In particular, the influence measures presented in Davila-Pena, Saavedra-Nieves, and Casas-Méndez (2024) can be obtained.

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Version

Install

install.packages('GTbasedIM')

Monthly Downloads

138

Version

1.0.0

License

GPL-2

Maintainer

Laura Davila-Pena

Last Published

October 7th, 2024

Functions in GTbasedIM (1.0.0)

spotify_15

Spotify 15 Dataset
IM_dep

IM_dep Function: Calculate Influence Measure with Dependent Features
Mell

Mell Function: Subset Data Based on Group Index Conditions
predictions

Predictions Function: Generate predictions using classifiers from RWeka
checking

checking Function: Check Specified Rows Within Dataset
IM_nodep

IM_nodep Function: Calculate Influence Measure for Features Without Dependency
spotify_original

Spotify Original Dataset
cars_original

Cars Original Dataset
cars_binary

Cars Binary Dataset
spotify_75

Spotify 75 Dataset