Residential College | false |
Status | 已發表Published |
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 Publication | Neurocomputing |
ISSN | 0925-2312 |
Volume | 119Pages: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. |
Keyword | Density Level Detection Iterative Technique Learning Rate Rademacher Average |
DOI | 10.1016/j.neucom.2013.03.014 |
URL | View the original |
Indexed By | SCIE |
Language | 英語English |
WOS Research Area | Computer Science |
WOS Subject | Computer Science, Artificial Intelligence |
WOS ID | WOS:000323851800048 |
Publisher | ELSEVIER SCIENCE BV, PO BOX 211, 1000 AE AMSTERDAM, NETHERLANDS |
Scopus ID | 2-s2.0-84881550506 |
Fulltext Access | |
Citation statistics | |
Document Type | Journal article |
Collection | Faculty of Science and Technology |
Corresponding Author | Zhibin Pan |
Affiliation | 1.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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