Large scale online kernel classification

• Main Authors: WANG, Jialei, ZHAO, Peilin, HOI, Steven C. H., ZHUANG, Jinfeng, LIU, Zhi-Yong
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2013
• Subjects: Computer Sciences; Databases and Information Systems; Numerical Analysis and Scientific Computing
• Online Access: https://ink.library.smu.edu.sg/sis_research/2325; https://ink.library.smu.edu.sg/context/sis_research/article/3325/viewcontent/Large_Scale_Online_Kernel_Classification.pdf
• Institution: Singapore Management University

In this work, we present a new framework for large scale online kernel classification, making kernel methods efficient and scalable for large-scale online learning tasks. Unlike the regular budget kernel online learning scheme that usually uses different strategies to bound the number of support vec...