个人信息Personal Information
教授
教师英文名称:DOU Weibei
教师拼音名称:douweibei
办公地点:清华大学罗姆楼4-102
联系方式:Email: douwb@tsinghua.edu.cn; Tel: 010-62781703
学位:博士学位
毕业院校:电子科技大学学士、法国雷恩大学硕士、法国卡昂大学博士
Graph-Based Semi-Supervised Learning on Evolutionary Data
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影响因子:0.402
发表刊物:INTELLIGENCE SCIENCE AND BIG DATA ENGINEERING: BIG DATA AND MACHINE LEARNING TECHNIQUES, ISCIDE 2015, PT II
关键字:Machine learningSemi-supervised learningGSSLE
摘要:This paper presents a graph based semi-supervised learning algorithm on evolutionary data. By applying evolutionary smoothness assumption and incorporating it to the general framework of graph-based semi-supervised learning, we got a new algorithm called GSSLE. Empirical evaluations show that our method outperforms other state-of-the-art methods in terms of stability. It is able to deal with dynamic feature space tasks and proves efficient even if we do not have many unlabeled samples in the semi-supervised procedure.
合写作者:Yifei Yang, Changshui Zhang,Tiejun Huang, Cliff Reader, Weibei Dou,Xilin Chen
第一作者:Yanglei Song,Wen Gao
论文类型:会议论文
通讯作者:Changshui Zhang,Wen Gao,Wen Gao
ISSN号:0302-9743
是否译文:否
发表时间:2015-01-01