Soft confidence-weighted learning

• Main Authors: WANG, Jialei, ZHAO, Peilin, HOI, Steven C. H.
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2016
• Subjects: machine learning; online learning; Computer Sciences; Databases and Information Systems; Theory and Algorithms
• Online Access: https://ink.library.smu.edu.sg/sis_research/3418; https://ink.library.smu.edu.sg/context/sis_research/article/4419/viewcontent/SoftConfidenceWeightedLearning_2016.pdf
• Institution: Singapore Management University

Online learning plays an important role in many big datamining problems because of its high efficiency and scalability. In theliterature, many online learning algorithms using gradient information havebeen applied to solve online classification problems. Recently, more effectivesecond-order algorith...