Active Learning with Expert Advice

• Main Authors: ZHAO, Peilin, HOI, Steven C. H., ZHUANG, Jinfeng
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2013
• Subjects: Accurate prediction; Active Learning; Class labels; Expert advice; Real applications; Computer Sciences; Databases and Information Systems; Numerical Analysis and Scientific Computing
• Online Access: https://ink.library.smu.edu.sg/sis_research/2335; https://ink.library.smu.edu.sg/context/sis_research/article/3335/viewcontent/Active_Learning_with_Expert_Advice.pdf
• Institution: Singapore Management University

Conventional learning with expert advice methods assumes a learner is always receiving the outcome (e.g., class labels) of every incoming training instance at the end of each trial. In real applications, acquiring the outcome from oracle can be costly or time consuming. In this paper, we address a n...