表現型レベルの遺伝的操作を用いたニューラルネットワークの合成  [in Japanese] Phenotype Genetic Operation for Determining Neural Network Structure and Weights  [in Japanese]

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Abstract

This paper describes a phenotype genetic operation for determining the structure and connection weights for neural networks. This technique defines the network as a two-dimensional chromosome, performs crossover using two-dimensional substructures, and application of genetic operation to both determining the network structure and training the connection weights. Using problems which partially involve Exclusive-OR logic, or training data that is partly dynamically changing, the proposed method is shown to be more effective than the standard genetic algorithms with one-point, two-point, or uniform crossover in the synthesis of neural networks that have two-dimensional building blocks.

Journal

  • The Brain & Neural Networks

    The Brain & Neural Networks 4(2), 62-73, 1997-06-05

    Japanese Neural Network Society

References:  19

Codes

  • NII Article ID (NAID)
    10008841294
  • NII NACSIS-CAT ID (NCID)
    AA11658570
  • Text Lang
    JPN
  • Article Type
    ART
  • ISSN
    1340766X
  • Data Source
    CJP  J-STAGE 
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