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Generalization performance of support vector classifiers for density level detection
Hong Chen1; Yicong Zhou2; Yi Tang3; Yuan Yan Tang2; Zhibin Pan1
2013-11-07
Source PublicationNeurocomputing
ISSN0925-2312
Volume119Pages:434-438
Abstract

This paper investigates the generalization performance of support vector classifiers for density level detection (DLD) when the input term belongs to a separable Hilbert space. The estimate of learning rate for DLD problem is established by Rademacher average and iterative techniques, which is independent of the assumption of covering number used in the previous literature. 

KeywordDensity Level Detection Iterative Technique Learning Rate Rademacher Average
DOI10.1016/j.neucom.2013.03.014
URLView the original
Indexed BySCIE
Language英語English
WOS Research AreaComputer Science
WOS SubjectComputer Science, Artificial Intelligence
WOS IDWOS:000323851800048
PublisherELSEVIER SCIENCE BV, PO BOX 211, 1000 AE AMSTERDAM, NETHERLANDS
Scopus ID2-s2.0-84881550506
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Document TypeJournal article
CollectionFaculty of Science and Technology
Corresponding AuthorZhibin Pan
Affiliation1.College of Science, Huazhong Agricultural University, Wuhan 430070, China
2.Department of Computer and Information Science, University of Macau, Macau 999078, China
3.School of Mathematics and Computer Science, Yunnan University of Nationalities, Kunming 650031, China
Recommended Citation
GB/T 7714
Hong Chen,Yicong Zhou,Yi Tang,et al. Generalization performance of support vector classifiers for density level detection[J]. Neurocomputing, 2013, 119, 434-438.
APA Hong Chen., Yicong Zhou., Yi Tang., Yuan Yan Tang., & Zhibin Pan (2013). Generalization performance of support vector classifiers for density level detection. Neurocomputing, 119, 434-438.
MLA Hong Chen,et al."Generalization performance of support vector classifiers for density level detection".Neurocomputing 119(2013):434-438.
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