書誌事項

Neural network training using genetic algorithms

A.J.F. van Rooij, L.C. Jain, R.P. Johnson

(Series in machine perception and artificial intelligence / editors, H. Bunke, P.S.P. Wang, vol. 26)

World Scientific, c1996

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内容説明・目次

内容説明

The use of genetic algorithms as a training method for neural networks is described in this book. After introducing neural networks and genetic algorithms, it gives a number of examples to demonstrate the use of the proposed techniques. Moreover, a comparison of the results with the back-propagation algorithm is made.

目次

  • Artificial neural networks
  • genetic algorithms
  • mathematical foundations of genetic algorithms
  • genetic algorithms for neural network training
  • case studies
  • comparison of genetic algorithms with back-propagation.

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