Genetic synthesis of neural networks

G - Physics – 06 – F

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G06F 15/18 (2006.01) G06N 3/08 (2006.01) G06N 3/12 (2006.01)

Patent

CA 2050686

The invention relates to a method for using genetic type learning techniques in connection with designing a variety of neural networks that are optimized for specific applications. In the invention herein a general representation of neural network architectures is linked with the genetic learning strategy to create a flexible environment for the design of custom neural networks. A concept upon which the invention is based is the representation of a network design as a "genetic blueprint" wherein the recombination or mutation of subsequently generated editions of such blueprints result in different but related network architectures.

L'invention concerne un nouveau procédé d'utilisation de technique d'apprentissage de type génétique, en rapport avec la conception d'une variété de réseaux neuronaux optimisés pour des applications spécifiques. Selon l'invention, une représentation générale d'architectures de réseaux neuronaux est liée à la stratégie d'apprentissage génétique, afin de créer un environnement souple permettant la conception de réseaux neuronaux personnalisés. Un concept sur lequel l'invention est basée est la représentation d'une conception de réseaux sous la forme d'un ''calque génétique'', dans lequel la recombinaison ou la mutation d'éditions générées ultérieurement de tels calques ont pour résultat des architectures de réseaux différentes mais apparentées.

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