Twin SVM with a reject option through ROC curve

• Main Authors: Lin, Dongyun, Sun, Lei, Toh, Kar-Ann, Zhang, Jing Bo, Lin, Zhiping
• 其他作者: School of Electrical and Electronic Engineering
• 格式: Article
• 語言: English
• 出版: 2018
• 主題: ROC Curves; Twin SVM
• 在線閱讀: https://hdl.handle.net/10356/86871; http://hdl.handle.net/10220/44245
• 機構: Nanyang Technological University

This paper proposes a new method which embeds a reject option in twin support vector machine (RO-TWSVM) through the Receiver Operating Characteristic (ROC) curve for binary classification. The proposed RO-TWSVM enhances the classification robustness through inclusion of an effective rejection rule f...