Download E-books Automatic Generation of Neural Network Architecture Using Evolutionary Computation (Advances in Fuzzy Systems - Applications & Theory) by E. Vonk (1997-11-01) PDF

By E. Vonk, L. C. Jain, R. P. Johnson

This ebook describes the applying of evolutionary computation within the automated iteration of a neural community structure. The structure has an important impact at the functionality of the neural community. it's the traditional perform to exploit trial and blunder to discover an appropriate neural community structure for a given challenge. the method of trial and blunder isn't just time-consuming yet won't generate an optimum community. using evolutionary computation is a step in the direction of automation in neural community structure iteration. an summary of the sphere of evolutionary computation is gifted, including the organic history from which the sector used to be encouraged. the main widely used techniques to a mathematical starting place of the sector of genetic algorithms are given, in addition to an summary of the hybridization among evolutionary computation and neural networks. Experiments at the implementation of automated neural community iteration utilizing genetic programming and one utilizing genetic algorithms are defined, and the efficacy of genetic algorithms as a studying set of rules for a feedforward neural community can be investigated.

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