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Training Feedforward Neural Networks Using Genetic …

Training Feedforward Neural Networks Using Genetic Algorithms David J. Montana and Lawrence Davis BBN Systems and Technologies Corp. 10 Mouiton St. Cambridge, MA 02138 Abstract Multilayered Feedforward Neural Networks possess a number of properties which make them particu-larly suited to complex pattern classification prob-lems. However, their application to some real-world problems has been hampered by the lack of a Training algonthm which reliably finds a nearly globally optimal set of weights in a relatively short time. Genetic algorithms are a class of optimiza-tion procedures which are good at exploring a large and complex space in an intelligent way to find values close to the global optimum. Hence, they are well suited to the problem of Training feedfor-ward Networks .

Training Feedforward Neural Networks Using Genetic Algorithms David J. Montana and Lawrence Davis BBN Systems and Technologies Corp. 10 Mouiton St.

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