An Ensemble of Kernel Ridge Regression for Multi-class Classification

• Main Authors: Suganthan, Ponnuthurai Nagaratnam, Rakesh, Katuwal
• Other Authors: School of Electrical and Electronic Engineering
• Format: Article
• Language: English
• Published: 2018
• Subjects: Kernel Ridge Regression; Multi-class Classification
• Online Access: https://hdl.handle.net/10356/88058; http://hdl.handle.net/10220/44558
• Institution: Nanyang Technological University

We propose an ensemble of kernel ridge regression based classifiers in this paper. Kernel ridge regression admits a closed form solution making it faster to compute and also making it suitable to use for ensemble methods for small and medium sized data sets. Our method uses random vector functional...