Online Feature Selection and Its Applications

• Main Authors: HOI, Steven, WANG, Jialei, ZHAO, Peilin, JIN, Rong
• 格式: text
• 出版: Institutional Knowledge at Singapore Management University 2012
• 主題: Feature selection; online learning; large-scale data mining; classification; big data analytics; Computer Sciences; Databases and Information Systems; Numerical Analysis and Scientific Computing
• 在線閱讀: https://ink.library.smu.edu.sg/researchdata/13; http://ofs.stevenhoi.org/

Feature selection is an important technique for data mining before a machine learning algorithm is applied. 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 efficien...