Genetic Algorithms and its use with back-propagation network

Genetic algorithms are considered as one of the most efficient search techniques. Although they do not offer an optimal solution, their ability to reach a suitable solution in considerably short time gives them their respectable role in many AI techniques. This work introduces genetic algorithms and...

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Veröffentlicht in:arXiv.org 2014-01
Hauptverfasser: Bahaa-Eldin, Ayman M, Wahdan, A M A, Mahdi, H M K
Format: Artikel
Sprache:eng
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Zusammenfassung:Genetic algorithms are considered as one of the most efficient search techniques. Although they do not offer an optimal solution, their ability to reach a suitable solution in considerably short time gives them their respectable role in many AI techniques. This work introduces genetic algorithms and describes their characteristics. Then a novel method using genetic algorithm in best training set generation and selection for a back-propagation network is proposed. This work also offers a new extension to the original genetic algorithms
ISSN:2331-8422