A feature selection method via analysis of relevance, redundancy, and interaction

作者:

Highlights:

• A new method is proposed based on maximum relevance and maximum interaction.

• The proposed method can deal with relevant, redundant, and interactive features.

• Experimental results show the better performance of the proposed method.

摘要

•A new method is proposed based on maximum relevance and maximum interaction.•The proposed method can deal with relevant, redundant, and interactive features.•Experimental results show the better performance of the proposed method.

论文关键词:Feature selection,Feature redundancy,Interaction information,Classification,Feature relevance

论文评审过程:Received 12 August 2019, Revised 2 June 2021, Accepted 5 June 2021, Available online 13 June 2021, Version of Record 22 June 2021.

论文官网地址:https://doi.org/10.1016/j.eswa.2021.115365