Active Learning with Expert Advice

• المؤلفون الرئيسيون: ZHAO, Peilin, HOI, Steven C. H., ZHUANG, Jinfeng
• التنسيق: text
• اللغة: English
• منشور في: Institutional Knowledge at Singapore Management University 2013
• الموضوعات: Accurate prediction; Active Learning; Class labels; Expert advice; Real applications; Computer Sciences; Databases and Information Systems; Numerical Analysis and Scientific Computing
• الوصول للمادة أونلاين: 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

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...