Proceedings of the Annual Conference of the Institute of Systems, Control and Information Engineers
The 48th Annual Conference of the Institute of Systems, Control and Information Engineers
Session ID : 6038
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On Co-evolution of Neural Networks and Examples
*Masaya IshimotoNorihiko OnoIsao Ono
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Abstract
To effectively optimize neural networks, we have proposed a co-evolutionary neuro evolution (NE) scheme, which selects an appropriate set oftraining examples adaptively for the current population of neuralnetworks, based on co-evolution of neural networks and examples. Thescheme performs better than the conventional NE ones, but it oftenloses the optimal networks identified previously, during the course ofthe co-evolution. To remedy the drawback, we propose an extendedversion of the scheme and show the effectiveness of the proposed scheme through its application to a function approximation problem.
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© 2004 The Institute of Systems, Control and Information Engineers
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