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The Generalization Error Bound for the Multiclass Analytical Center Classifier
Joint Authors
Source
Issue
Vol. 2013, Issue 2013 (31 Dec. 2013), pp.1-5, 5 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2013-12-26
Country of Publication
Egypt
No. of Pages
5
Main Subjects
Medicine
Information Technology and Computer Science
Abstract EN
This paper presents the multiclass classifier based on analytical center of feasible space (MACM).
This multiclass classifier is formulated as quadratic constrained linear optimization and does not need repeatedly constructing classifiers to separate a single class from all the others.
Its generalization error upper bound is proved theoretically.
The experiments on benchmark datasets validate the generalization performance of MACM.
American Psychological Association (APA)
Zeng, Fanzi& Xiaolong, Ma. 2013. The Generalization Error Bound for the Multiclass Analytical Center Classifier. The Scientific World Journal،Vol. 2013, no. 2013, pp.1-5.
https://search.emarefa.net/detail/BIM-1033070
Modern Language Association (MLA)
Zeng, Fanzi& Xiaolong, Ma. The Generalization Error Bound for the Multiclass Analytical Center Classifier. The Scientific World Journal No. 2013 (2013), pp.1-5.
https://search.emarefa.net/detail/BIM-1033070
American Medical Association (AMA)
Zeng, Fanzi& Xiaolong, Ma. The Generalization Error Bound for the Multiclass Analytical Center Classifier. The Scientific World Journal. 2013. Vol. 2013, no. 2013, pp.1-5.
https://search.emarefa.net/detail/BIM-1033070
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1033070