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Adaptive nonlinear auto-associative modeling through manifold learning
Zhang, JP; Li, SZ; Ho, TB; Cheung, D; Liu, H
Source PublicationADVANCES IN KNOWLEDGE DISCOVERY AND DATA MINING, PROCEEDINGS
2005
Volume3518Pages:599-604
SubtypeArticle
AbstractWe 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 HeadingsScience & Technology ; Technology
WOS KeywordDIMENSIONALITY REDUCTION
Indexed ByISTP ; SCI
Language英语
WOS Research AreaComputer Science
WOS SubjectComputer Science, Artificial Intelligence ; Computer Science, Information Systems
WOS IDWOS:000229956700068
Citation statistics
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/9066
Collection09年以前成果
Affiliation1.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
Recommended Citation
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.
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