Support Vector Committee machines

Dominique Martinez 1 Gilles Millerioux
1 CORTEX - Neuromimetic intelligence
INRIA Lorraine, LORIA - Laboratoire Lorrain de Recherche en Informatique et ses Applications
Abstract : This paper proposes a mathematical programming framework for combining SVMs with possibly different kernels. Compared to single SVMs, the advantage of this approach is twofold: it creates SVMs with local domains of expertise leading to local enlargements of the margin, and it allows the use of simple linear kernels combined with a fixed boolean operation that is particularly well suited for building dedicated hardware.
Type de document :
Communication dans un congrès
European Symposium on Artificial Neural Networks - ESSANN'2000, Apr 2000, Bruges, Belgium, 6 p, 2000
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https://hal.inria.fr/inria-00107847
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Soumis le : jeudi 19 octobre 2006 - 09:11:43
Dernière modification le : jeudi 11 janvier 2018 - 06:19:48
Document(s) archivé(s) le : mercredi 29 mars 2017 - 12:57:01

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  • HAL Id : inria-00107847, version 1

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Dominique Martinez, Gilles Millerioux. Support Vector Committee machines. European Symposium on Artificial Neural Networks - ESSANN'2000, Apr 2000, Bruges, Belgium, 6 p, 2000. 〈inria-00107847〉

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