Adaptive nonlinear auto-associative modeling through manifold learning

CASIA OpenIR > 09年以前成果

	Adaptive nonlinear auto-associative modeling through manifold learning
	Zhang, JP; Li, SZ; Ho, TB ; Cheung, D ; Liu, H
发表期刊	ADVANCES IN KNOWLEDGE DISCOVERY AND DATA MINING, PROCEEDINGS
	2005
卷号	3518 页码:599-604
文章类型	Article
摘要	We propose adaptive nonlinear auto-associative modeling (ANAM) based on Locally Linear Embedding algorithm (LLE) for learning intrinsic principal features of each concept separately and recognition thereby. Unlike traditional supervised manifold learning algorithm, the proposed ANAM algorithm has several advantages: 1) it implicitly embodies discriminant information because the suboptimal parameters of ANAM are determined based on error rate of the validation set. 2) it avoids the curse of dimensionality without loss accuracy because recognition is completed in the original space. Experiments on character and digit databases show that the advantages of the proposed ANAM algorithm.
WOS标题词	Science & Technology ; Technology
关键词[WOS]	DIMENSIONALITY REDUCTION
收录类别	ISTP ; SCI
语种	英语
WOS研究方向	Computer Science
WOS类目	Computer Science, Artificial Intelligence ; Computer Science, Information Systems
WOS记录号	WOS:000229956700068
引用统计	被引频次：3[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/9066
专题	09年以前成果
作者单位	1.Fudan Univ, Intelligent Informat Proc Lab, Dept Comp Sci & Engn, Shanghai 200433, Peoples R China 2.Chinese Acad Sci, Key Lab Complex Syst & Intelligence Sci, Beijing 100080, Peoples R China 3.Chinese Acad Sci, Natl Lab Pattern Recognit, Beijing 100080, Peoples R China 4.Chinese Acad Sci, Ctr Biometr & Secur Res Inst Automat, Beijing 100080, Peoples R China
推荐引用方式 GB/T 7714	Zhang, JP,Li, SZ,Ho, TB,et al. Adaptive nonlinear auto-associative modeling through manifold learning[J]. ADVANCES IN KNOWLEDGE DISCOVERY AND DATA MINING, PROCEEDINGS,2005,3518:599-604.
APA	Zhang, JP,Li, SZ,Ho, TB,Cheung, D,&Liu, H.(2005).Adaptive nonlinear auto-associative modeling through manifold learning.ADVANCES IN KNOWLEDGE DISCOVERY AND DATA MINING, PROCEEDINGS,3518,599-604.
MLA	Zhang, JP,et al."Adaptive nonlinear auto-associative modeling through manifold learning".ADVANCES IN KNOWLEDGE DISCOVERY AND DATA MINING, PROCEEDINGS 3518(2005):599-604.