Exact soft confidence-weighted learning

• المؤلفون الرئيسيون: WANG, Jialei, HOI, Steven C. H.
• التنسيق: text
• اللغة: English
• منشور في: Institutional Knowledge at Singapore Management University 2012
• الموضوعات: C-W algorithm; Learning methods; Online learning scheme; Predictive accuracy; State-of-the-art algorithms; Computer Sciences; Databases and Information Systems; Theory and Algorithms
• الوصول للمادة أونلاين: https://ink.library.smu.edu.sg/sis_research/2341; https://ink.library.smu.edu.sg/context/sis_research/article/3341/viewcontent/Exact_Soft_Confidence_Weighted_Learning.pdf

In this paper, we propose a new Soft Confidence-Weighted (SCW) online learning scheme, which enables the conventional confidence-weighted learning method to handle non-separable cases. Unlike the previous confidence-weighted learning algorithms, the proposed soft confidence-weighted learning method...