IMMIGRATE: A Margin-based Feature Selection Method with Interaction Terms

Traditional hypothesis-margin researches focus on obtaining large margins and feature selection. In this work, we show that the robustness of margins is also critical and can be measured using entropy. In addition, our approach provides clear mathematical formulations and explanations to uncover fea...

Full description

Bibliographic Details
Main Authors: Ruzhang Zhao, Pengyu Hong, Jun S. Liu
Format: Article
Language:English
Published: MDPI AG 2020-03-01
Series:Entropy
Subjects:
Online Access:https://www.mdpi.com/1099-4300/22/3/291