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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.
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Submitted on : Thursday, October 19, 2006 - 9:11:43 AM
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  • HAL Id : inria-00107847, version 1



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



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