Performance visualization spaces for classification with rejection option

作者:

Highlights:

• Analysis of three different visualization spaces to represent the performance of reject classifiers.

• Correction of an error of interpolation in the error-rejet space.

• Proposition of a new visualization space: the cost-reject space.

• New approach to visualize the performances of reject classifiers in the ROC space.

• Recommendations on the space to use for reject classification.

摘要

•Analysis of three different visualization spaces to represent the performance of reject classifiers.•Correction of an error of interpolation in the error-rejet space.•Proposition of a new visualization space: the cost-reject space.•New approach to visualize the performances of reject classifiers in the ROC space.•Recommendations on the space to use for reject classification.

论文关键词:Classification with reject option,Classifier performances

论文评审过程:Received 9 October 2017, Revised 5 March 2019, Accepted 29 July 2019, Available online 29 July 2019, Version of Record 9 August 2019.

论文官网地址:https://doi.org/10.1016/j.patcog.2019.106984