Determination of optimum structure of backpropagation networks

Huynh Ngoc Phien; Songyot Sureerattanan

doi:10.1117/12.403662

13 October 2000 Determination of optimum structure of backpropagation networks

Huynh Ngoc Phien, Songyot Sureerattanan

Proceedings Volume 4192, Intelligent Systems in Design and Manufacturing III; (2000) https://doi.org/10.1117/12.403662
Event: Intelligent Systems and Smart Manufacturing, 2000, Boston, MA, United States

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.

Citation Download Citation

Huynh Ngoc Phien and Songyot Sureerattanan "Determination of optimum structure of backpropagation networks", Proc. SPIE 4192, Intelligent Systems in Design and Manufacturing III, (13 October 2000); https://doi.org/10.1117/12.403662

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