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Proceedings Paper

Determination of optimum structure of backpropagation networks
Author(s): Huynh Ngoc Phien; Songyot Sureerattanan
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Paper Abstract

The paper proposes the use of the Baysian Information Criterion (BIC), along with an algorithm to systematically select the appropriate structure of the backpropagation (BP) network for a given set of data. Simulation results with hydrological and economic data show that the algorithm performs very satisfactorily. Moreover, it compares with the method of Daqi and Shouyi for one hidden layer network and it is also used for the networks with more than one hidden layer.

Paper Details

Date Published: 13 October 2000
PDF: 11 pages
Proc. SPIE 4192, Intelligent Systems in Design and Manufacturing III, (13 October 2000); doi: 10.1117/12.403662
Show Author Affiliations
Huynh Ngoc Phien, Asian Institute of Technology (Thailand)
Songyot Sureerattanan, Asian Institute of Technology (Thailand)

Published in SPIE Proceedings Vol. 4192:
Intelligent Systems in Design and Manufacturing III
Bhaskaran Gopalakrishnan; Angappa Gunasekaran, Editor(s)

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