期刊论文、会议论文

Yang, Gelan

英文

Lecture Notes in Computer Science

0302-9743

2010

6444

PART 2

517-524

17th International Conference on Neural Information Processing

Lecture Notes in Computer Science

NOV 22-25, 2010

Sydney, AUSTRALIA

[Yang, Gelan] Hunan City Univ, Dept Comp Sci, Yiyang, Peoples R China.^[Xu, Xue] Univ Sci & Technol China, Dept Automat, Hefei, Peoples R China.^[Yang, Gang] Ecole Super Elect, Dept Power & Energy Syst, Gif Sur Yvette, France.^[Zhang, Jianming] Changsha Univ Sci & Technol, Coll Comp & Commun Engn, Changsha, Peoples R China.

Asia Pacific Neural Network Assembly

Wong, KW Mendis, BS Bouzerdoum, A

HEIDELBERGER PLATZ 3, D-14197 BERLIN, GERMANY

SPRINGER-VERLAG BERLIN

978-3-642-17533-6

10.1007/978-3-642-17534-3_64

本校为第一且通讯机构

Graph-based methods for semi-supervised learning use graph to smooth the labels of the points. However, most of them are transductive thus can't give predictions for the unlabeled data outside the training set directly. In this paper, we propose an inductive graph-based algorithm that produces a classifier defined on the whole ambient space. A smooth nonlinear projection between the sample space and the label value space is achieved by local dimension reduction and coordination. The effectiveness of the proposed algorithm is...