Online Passive Aggressive Active Learning and its Applications

• Main Authors: LU, Jing, ZHAO, Peilin, HOI, Steven C. H.
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2014
• Subjects: Online Learning; Data Stream; Active Learning; Passive-Aggressive; Databases and Information Systems; Numerical Analysis and Scientific Computing
• Online Access: https://ink.library.smu.edu.sg/sis_research/2640; https://ink.library.smu.edu.sg/context/sis_research/article/3640/viewcontent/lu_HOI_14.pdf
• Institution: Singapore Management University

We investigate online active learning techniques for classification tasks in data stream mining applications. Unlike traditional learning approaches (either batch or online learning) that often require to request the class label of each incoming instance, online active learning queries only a subset...