A novel weighted TPR-TNR measure to assess performance of the classifiers

作者：

Highlights：

• We propose new single valued measure to assess performance of the classifiers.

• The proposed measure takes into account imbalanced ratio of the dataset.

• Performance of the proposed measure is more suitable when dataset is imbalanced.

• Results of the proposed measure are compared with the existing measures.

摘要

•We propose new single valued measure to assess performance of the classifiers.•The proposed measure takes into account imbalanced ratio of the dataset.•Performance of the proposed measure is more suitable when dataset is imbalanced.•Results of the proposed measure are compared with the existing measures.

论文关键词：Classification,Classifiers evaluation,Assess classifiers performance,Performance measures

论文评审过程：Received 17 December 2019, Revised 23 February 2020, Accepted 15 March 2020, Available online 16 March 2020, Version of Record 2 April 2020.

论文官网地址：https://doi.org/10.1016/j.eswa.2020.113391