An evaluation of classifier-specific filter measure performance for feature selection

作者：

Highlights：

• Compare common feature selection filter measures for use with specific classifiers.

• Many tested filter measures do not reliably predict classifier accuracy.

• Some measures have specific problems that cause them to select unsuitable features.

• Best feature selection filter measure is classifier specific.

摘要

Highlights•Compare common feature selection filter measures for use with specific classifiers.•Many tested filter measures do not reliably predict classifier accuracy.•Some measures have specific problems that cause them to select unsuitable features.•Best feature selection filter measure is classifier specific.

论文关键词：Feature selection,Classification,Filter measures

论文评审过程：Received 5 November 2013, Revised 12 November 2014, Accepted 19 November 2014, Available online 24 November 2014.

论文官网地址：https://doi.org/10.1016/j.patcog.2014.11.010