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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...

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Detalles Bibliográficos
Autores principales: Zhao, Ruzhang, Hong, Pengyu, Liu, Jun S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7516747/
https://www.ncbi.nlm.nih.gov/pubmed/33286064
http://dx.doi.org/10.3390/e22030291