Feature selection with redundancy-complementariness dispersion

作者:

Highlights:

• We use inter-correlation of features to represent redundancy and complementariness.

• We add a modification item for feature complementariness in the evaluation function.

• Redundancy-complementariness dispersion is used to address the interference effect.

摘要

•We use inter-correlation of features to represent redundancy and complementariness.•We add a modification item for feature complementariness in the evaluation function.•Redundancy-complementariness dispersion is used to address the interference effect.

论文关键词:Classification,Feature selection,Relevance,Redundancy,Pairwise approximation,Redundancy-complementariness dispersion

论文评审过程:Received 2 February 2015, Revised 18 May 2015, Accepted 12 July 2015, Available online 18 July 2015, Version of Record 19 October 2015.

论文官网地址:https://doi.org/10.1016/j.knosys.2015.07.004