JOURNAL ARTICLE

<title>Evolving neural network architecture</title>

John R. McDonnellDonald Waagen

Year: 1992 Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 1766 Pages: 690-701   Publisher: SPIE

Abstract

This work investigates the application of a stochastic search technique, evolutionary programming, for developing self-organizing neural networks. The chosen stochastic search method is capable of simultaneously evolving both network architecture and weights. The number of synapses and neurons are incorporated into an objective function so that network parameter optimization is done with respect to computational costs as well as mean pattern error. Experiments are conducted using feedforward networks for simple binary mapping problems.

Keywords:
Computer science Stochastic neural network Feedforward neural network Artificial neural network Feed forward Binary number Architecture Evolutionary programming Network architecture Simple (philosophy) Evolutionary algorithm Evolutionary computation Artificial intelligence Time delay neural network Mathematical optimization Mathematics Engineering Computer network Control engineering

Metrics

8
Cited By
0.00
FWCI (Field Weighted Citation Impact)
0
Refs
0.13
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Neural Networks and Applications
Physical Sciences →  Computer Science →  Artificial Intelligence

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