Online Multiple Kernel Classification

• Main Authors: HOI, Steven C. H., JIN, Rong, ZHAO, Peilin, YANG, Tianbao
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2013
• Subjects: Online learning; Kernel methods; Multiple kernels; Perceptron; Hedge; Classification; Computer Sciences; Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/2294; https://ink.library.smu.edu.sg/context/sis_research/article/3294/viewcontent/Online_Multiple_Kernel_Classification.pdf
• Institution: Singapore Management University

Although both online learning and kernel learning have been studied extensively in machine learning, there is limited effort in addressing the intersecting research problems of these two important topics. As an attempt to fill the gap, we address a new research problem, termed Online Multiple Kernel...