Online learning: A comprehensive survey

• Main Authors: HOI, Steven C. H., SAHOO, Doyen, LU, Jing, ZHAO, Peilin
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2021
• Subjects: Online learning; Online convex optimization; Sequential decision making; Databases and Information Systems; Numerical Analysis and Scientific Computing
• Online Access: https://ink.library.smu.edu.sg/sis_research/6959; https://ink.library.smu.edu.sg/context/sis_research/article/7962/viewcontent/OnlineLearning_Survey_sv.pdf
• Institution: Singapore Management University

Online learning represents a family of machine learning methods, where a learner attempts to tackle some predictive (or any type of decision-making) task by learning from a sequence of data instances one by one at each time. The goal of online learning is to maximize the accuracy/correctness for the...