Performance measures for classification systems with rejection

作者：

Highlights：

• A set of three performance measures for classifier with rejection is proposed.

• Nonrejected accuracy measures ability to accurately classify nonrejected samples.

• Classification quality measures correct decisions by classifier with rejection.

• Rejection quality measures ability to reject misclassified samples.

• The performance measures are connected to general cost functions.

摘要

Highlights•A set of three performance measures for classifier with rejection is proposed.•Nonrejected accuracy measures ability to accurately classify nonrejected samples.•Classification quality measures correct decisions by classifier with rejection.•Rejection quality measures ability to reject misclassified samples.•The performance measures are connected to general cost functions.

论文关键词：Classification with rejection,Performance measures

论文评审过程：Received 29 February 2016, Revised 24 July 2016, Accepted 10 October 2016, Available online 11 October 2016, Version of Record 31 October 2016.

论文官网地址：https://doi.org/10.1016/j.patcog.2016.10.011