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Extreme learning machine for ranking: Generalization analysis and applications
Chen H.1; Peng J.2,3; Zhou Y.3; Li L.2; Pan Z.1
2014
Source PublicationNeural Networks
ISSN8936080
Volume53Pages:119
Abstract

The extreme learning machine (ELM) has attracted increasing attention recently with its successful applications in classification and regression. In this paper, we investigate the generalization performance of ELM-based ranking. A new regularized ranking algorithm is proposed based on the combinations of activation functions in ELM. The generalization analysis is established for the ELM-based ranking (ELMRank) in terms of the covering numbers of hypothesis space. Empirical results on the benchmark datasets show the competitive performance of the ELMRank over the state-of-the-art ranking methods. © 2014 Elsevier Ltd.

KeywordCoefficient Regularization Extreme Learning Machine Generalization Bound Learning Theory Ranking
DOIhttp://doi.org/10.1016/j.neunet.2014.01.015
URLView the original
Indexed BySCI
Language英语
WOS Research AreaComputer Science ; Neurosciences & Neurology
WOS SubjectComputer Science, Artificial Intelligence ; Neurosciences
WOS IDWOS:000335099800012
The Source to ArticleScopus
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Cited Times [WOS]:41   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
CollectionFaculty of Science and Technology
DEPARTMENT OF COMPUTER AND INFORMATION SCIENCE
Corresponding AuthorChen H.; Peng J.; Zhou Y.; Li L.; Pan Z.
Affiliation1.Huazhong Agr Univ, Coll Sci, Wuhan 430070, Peoples R China
2.Hubei Univ, Fac Math & Stat, Wuhan 430062, Peoples R China
3.Univ Macau, Dept Comp & Informat Sci, Macau 999078, Peoples R China
Corresponding Author AffilicationUniversity of Macau
Recommended Citation
GB/T 7714
Chen H.,Peng J.,Zhou Y.,et al. Extreme learning machine for ranking: Generalization analysis and applications[J]. Neural Networks,2014,53:119.
APA Chen H.,Peng J.,Zhou Y.,Li L.,&Pan Z..(2014).Extreme learning machine for ranking: Generalization analysis and applications.Neural Networks,53,119.
MLA Chen H.,et al."Extreme learning machine for ranking: Generalization analysis and applications".Neural Networks 53(2014):119.
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