Expert Mutation Operators for the Evolution of Radial Basis Function Neural Networks

  • Authors:
  • Jesús González;Ignacio Rojas;Héctor Pomares;Moisés Salmerón

  • Affiliations:
  • -;-;-;-

  • Venue:
  • IWANN '01 Proceedings of the 6th International Work-Conference on Artificial and Natural Neural Networks: Connectionist Models of Neurons, Learning Processes and Artificial Intelligence-Part I
  • Year:
  • 2001

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Abstract

This paper compares some mutationoperators containing expert knowledge about the problem of optimizing the parameters of a Radial Basis Function Neural Network. It is shown that the expert knowledge is not always able to improve the results obtained by a blind evolutionary algorithm, and that the final results depend strongly on how the expert knowledge is utilized.