应云顶国际4008服务平台的邀请, 美国北卡罗来纳大学教堂山分校(The University of North Carolina at Chapel Hill)刘玉峰教授将访问我校,并作学术报告。
时间:7月14日(周一)早9:00
地点:理科楼122
报告题目:Multicategory Angle-based Large-margin Classification
报告摘要:Large-margin classifiers are popular classification methods in both machine learning and statistics. These techniques have been successfully applied in many scientific disciplines such as bioinformatics. Despite the success of binary large-margin classifiers, extensions to multicategory problems are quite challenging. Among existing simultaneous multicategory large-margin classifiers, a common approach is to learn k different classification functions for a k-class problem with a sum-to-zero constraint. Such a formulation can be inefficient. In this talk, I will present a new Multicategory Angle-based large-margin Classification (MAC) framework. The proposed MAC structure considers a simplex based prediction rule without the sum-to-zero constraint, and consequently enjoys more efficient computation. Many binary large-margin classifiers can be naturally generalized for multicategory problems through the MAC framework. Both theoretical and numerical studies will be discussed to demonstrate the usefulness of the proposed MAC classifiers.
报告人简介:Prof. Yufeng Liu received his B.S. degree in Statistics at Nankai University, China in 1999, and Ph.D. degree in Statistics at Ohio State University, US, 2004. Now he is a full professor in the Department of Statistics and Operations Research, the Department of Biostatistics, Carolina Center for Genome Sciences and Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill. He has been selected as a fellow of the American Statistical Association in 2013.
欢迎感兴趣的师生参加!