Cost sensitive online multiple kernel classification

• Main Authors: SAHOO, Doyen, ZHAO, Peilin, HOI, Steven C. H.
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2016
• Subjects: Cost-Sensitive Learning; Online Learning; Multiple Kernel Learning; Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/3442; https://ink.library.smu.edu.sg/context/sis_research/article/4443/viewcontent/Cost_sensitive_online_multiple_kernel_classification.pdf
• Institution: Singapore Management University

Learning from data streams has been an important open research problem in the era of big data analytics. This paper investigates supervised machine learning techniques for mining data streams with application to online anomaly detection. Unlike conventional machine learning tasks, machine learning f...