Cost-sensitive online classification

• Main Authors: WANG, Jialei, ZHAO, Peilin, HOI, Steven C. H.
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2012
• Subjects: Classification; Cost-sensitive learning; Online learning; Computer Sciences; Databases and Information Systems; Numerical Analysis and Scientific Computing
• Online Access: https://ink.library.smu.edu.sg/sis_research/2346; https://ink.library.smu.edu.sg/context/sis_research/article/3346/viewcontent/ICDM12_CSOC.pdf
• Institution: Singapore Management University

Both cost-sensitive classification and online learning have been extensively studied in data mining and machine learning communities, respectively. However, very limited study addresses an important intersecting problem, that is, “Cost-Sensitive Online Classification". In this paper, we formall...