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Theses

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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https://tel.archives-ouvertes.fr/tel-00390069
Contributor : Torres-Moreno Juan-Manuel Connect in order to contact the contributor
Submitted on : Sunday, May 31, 2009 - 12:34:29 PM
Last modification on : Monday, October 19, 2020 - 10:58:48 AM
Long-term archiving on: : Thursday, June 10, 2010 - 10:00:40 PM

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  • HAL Id : tel-00390069, version 1

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Juan-Manuel Torres-Moreno. Apprentissage et généralisation par des réseaux de neurones : étude de nouveaux algorithmes constructifs. Interface homme-machine [cs.HC]. Institut National Polytechnique de Grenoble - INPG, 1997. Français. ⟨tel-00390069⟩

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