InforLorV4, Main, Merge, bibRecord, 00A636

A new multi-class SVM based on a uniform convergence result

Identifieur interne : 00A636 ( Main/Merge ); précédent : 00A635; suivant : 00A637

A new multi-class SVM based on a uniform convergence result

Auteurs : Yann Guermeur [France] ; André Elisseeff [France] ; Hélène Paugam-Moisy [France]

Source :

RBID : Pascal:02-0121845

Descripteurs français

Pascal (Inist)
- Intelligence artificielle, Discrimination, Analyse donnée, Réseau neuronal, Apprentissage probabilités, Machine support vecteur.
Wicri :
- topic : Intelligence artificielle.

English descriptors

KwdEn :
- Artificial intelligence, Data analysis, Discrimination, Neural network, Probability learning, Vector support machine.

Abstract

We introduce a new support vector machine devoted to the approximation of multi-class discriminant functions. Its training procedure consists in minimizing a new expression of the guaranteed risk. This bound is significantly tighter than the former ones, which should make the implementation of the structural risk minimization inductive principle in the context of multi-class discrimination better grounded.

Links toward previous steps (curation, corpus...)

to stream PascalFrancis, to step Corpus: 000890
to stream PascalFrancis, to step Curation: 000162
to stream PascalFrancis, to step Checkpoint: 000A30

Links to Exploration step

Pascal:02-0121845

Le document en format XML

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<front><div type="abstract" xml:lang="en">We introduce a new support vector machine devoted to the approximation of multi-class discriminant functions. Its training procedure consists in minimizing a new expression of the guaranteed risk. This bound is significantly tighter than the former ones, which should make the implementation of the structural risk minimization inductive principle in the context of multi-class discrimination better grounded.</div>
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   |wiki=    Wicri/Lorraine
   |area=    InforLorV4
   |flux=    Main
   |étape=   Merge
   |type=    RBID
   |clé=     Pascal:02-0121845
   |texte=   A new multi-class SVM based on a uniform convergence result
}}

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A new multi-class SVM based on a uniform convergence result

A new multi-class SVM based on a uniform convergence result

Source :

Descripteurs français

English descriptors

Abstract

Links toward previous steps (curation, corpus...)

Links to Exploration step

Le document en format XML

Pour manipuler ce document sous Unix (Dilib)

Pour mettre un lien sur cette page dans le réseau Wicri