A kernel-ensemble bagging support vector machine

• Main Authors: Suganthan, P. N., Ye, Ren
• Other Authors: School of Electrical and Electronic Engineering
• Format: Conference or Workshop Item
• Language: English
• Published: 2013
• Subjects: DRNTU::Engineering::Electrical and electronic engineering
• Online Access: https://hdl.handle.net/10356/106266; http://hdl.handle.net/10220/16622; http://dx.doi.org/10.1109/ISDA.2012.6416648
• Institution: Nanyang Technological University

This paper proposes a kernel-ensemble bagging SVM classifier for binary class classification. The classifier is advantageous over bagging SVM classifiers because it has a two-phase grid search module, a proposed parameter randomization module and a proposed ranking module. The novel modules enhance...