Online feature selection and its applications

• Main Authors: WANG, Jialei, ZHAO, Peilin, HOI, Steven C. H., JIN, Rong
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2014
• Subjects: Feature selection; online learning; large-scale data mining; classification; big data analytics; Computer Sciences; Databases and Information Systems; Numerical Analysis and Scientific Computing
• Online Access: https://ink.library.smu.edu.sg/sis_research/2277; https://ink.library.smu.edu.sg/context/sis_research/article/3277/viewcontent/Online_Feature_Selection_and_Its_Applications.pdf
• Institution: Singapore Management University

Feature selection is an important technique for data mining. Despite its importance, most studies of feature selection are restricted to batch learning. Unlike traditional batch learning methods, online learning represents a promising family of efficient and scalable machine learning algorithms for...