DOU Weibei
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- Professor
- Name (Simplified Chinese):DOU Weibei
- Name (English):DOU Weibei
- Business Address:清华大学罗姆楼4-102
- Contact Information:Email: douwb@tsinghua.edu.cn； Tel: 010-62781703
- Degree:Doctoral degree
- Professional Title:Professor
- Alma Mater:电子科技大学学士、法国雷恩大学硕士、法国卡昂大学博士
- Teacher College:DZGCX
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- Selected Publications
Graph-Based Semi-Supervised Learning on Evolutionary Data
Release time:2021-12-25 Hits:
- Impact Factor:0.402
- Journal:INTELLIGENCE SCIENCE AND BIG DATA ENGINEERING: BIG DATA AND MACHINE LEARNING TECHNIQUES, ISCIDE 2015, PT II
- Key Words:Machine learningSemi-supervised learningGSSLE
- Abstract: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.
- Co-author:Yifei Yang, Changshui Zhang,Tiejun Huang, Cliff Reader, Weibei Dou,Xilin Chen
- First Author:Yanglei Song,Wen Gao
- Indexed by:会议论文
- Correspondence Author:Changshui Zhang,Wen Gao,Wen Gao
- ISSN No.:0302-9743
- Translation or Not:no
- Date of Publication:2015-01-01