A novel neural network training technique based on a multi-algorithm constrained optimization strategy

A novel methodology for efficient offline training of multilayer perceptrons (MLPs) is presented. The training is formulated as an optimization problem subject to box-constraints for the weights, so as to enhance the network's generalization capability. An optimization strategy is used combinin...

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Veröffentlicht in:	Proceedings. 24th EUROMICRO Conference (Cat. No.98EX204) Jg. 2; S. 683 - 687 vol.2
Hauptverfasser:	Karras, D.A., Lagaris, I.E.
Format:	Tagungsbericht
Sprache:	Englisch
Veröffentlicht:	IEEE 1998
Schlagworte:	Backpropagation algorithms Constraint optimization Informatics Multilayer perceptrons Neural networks Optimization methods Organizing Robustness Search methods Weight control
ISBN:	9780818686467, 0818686464
ISSN:	1089-6503
Online-Zugang:	Volltext
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