The Generalization Error Bound for the Multiclass Analytical Center Classifier

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 generaliz...

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Detalles Bibliográficos
Autores principales: Fanzi, Zeng, Xiaolong, Ma
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2013
Materias:
Research Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3891430/
https://www.ncbi.nlm.nih.gov/pubmed/24459436
http://dx.doi.org/10.1155/2013/574748
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author Fanzi, Zeng
Xiaolong, Ma
author_facet Fanzi, Zeng
Xiaolong, Ma
author_sort Fanzi, Zeng
collection PubMed
description 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.
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spelling pubmed-38914302014-01-23 The Generalization Error Bound for the Multiclass Analytical Center Classifier Fanzi, Zeng Xiaolong, Ma ScientificWorldJournal Research Article 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. Hindawi Publishing Corporation 2013-12-26 /pmc/articles/PMC3891430/ /pubmed/24459436 http://dx.doi.org/10.1155/2013/574748 Text en Copyright © 2013 Z. Fanzi and M. Xiaolong. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Fanzi, Zeng
Xiaolong, Ma
The Generalization Error Bound for the Multiclass Analytical Center Classifier
title The Generalization Error Bound for the Multiclass Analytical Center Classifier
title_full The Generalization Error Bound for the Multiclass Analytical Center Classifier
title_fullStr The Generalization Error Bound for the Multiclass Analytical Center Classifier
title_full_unstemmed The Generalization Error Bound for the Multiclass Analytical Center Classifier
title_short The Generalization Error Bound for the Multiclass Analytical Center Classifier
title_sort generalization error bound for the multiclass analytical center classifier
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3891430/
https://www.ncbi.nlm.nih.gov/pubmed/24459436
http://dx.doi.org/10.1155/2013/574748
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