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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 | |
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. |
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