Apprentissage et généralisation par des réseaux de neurones : étude de nouveaux algorithmes constructifs

Abstract : In my PhD Thesis ,three constructive algorithms were developed. These algorithms vary depending on the type of hidden neurons and also from the definition of targets that they must learn. The learning process adds hidden neurons trained to learn targets. These neurons will decrease the number of misclassifications of the output neuron. Our networks have less parameters (weights) and will better generalize than networks trained with other algorithms.
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Human-Computer Interaction. Institut National Polytechnique de Grenoble - INPG, 1997. French


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Contributor : Torres-Moreno Juan-Manuel <>
Submitted on : Sunday, May 31, 2009 - 12:34:29 PM
Last modification on : Tuesday, June 2, 2009 - 8:52:21 AM

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Torres-Moreno Juan-Manuel. Apprentissage et généralisation par des réseaux de neurones : étude de nouveaux algorithmes constructifs. Human-Computer Interaction. Institut National Polytechnique de Grenoble - INPG, 1997. French. <tel-00390069>

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