Immigrate: Iterative Max-Min Entropy Margin-Maximization with Interaction Terms for Feature Selection

Based on large margin principle, this package performs feature selection methods: "IM4E"(Iterative Margin-Maximization under Max-Min Entropy Algorithm); "imIM4E"(imbalance Iterative Margin-Maximization under Max-Min Entropy Algorithm); "Immigrate"(Iterative Max-Min Entropy Margin-Maximization with Interaction Terms Algorithm); "BIM"(Boosted version of IMMIGRATE algorithm); "Simba"(Iterative Search Margin Based Algorithm); "LFE"(Local Feature Extraction Algorithm). This package also performs prediction for the above feature selection methods. See Zhao et al. (2018) <arXiv:1810.02658> for more details.

Getting started

Package details

AuthorRuzhang Zhao, Pengyu Hong, Jun S. Liu
MaintainerRuzhang Zhao<[email protected]>
LicenseGPL (>= 2)
Version0.0.2
URL https://CRAN.R-project.org/package=Immigrate https://github.com/RuzhangZhao/Immigrate/ https://arxiv.org/abs/1810.02658
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("Immigrate")

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Immigrate documentation built on May 2, 2019, 3:42 p.m.