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Journal of Automation and Information Sciences

Publication de 12  numéros par an

ISSN Imprimer: 1064-2315

ISSN En ligne: 2163-9337

SJR: 0.173 SNIP: 0.588 CiteScore™:: 2

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Robust Modeling by Experimental Data Using Polynomial Iteration GMDH Algorithm

Volume 40, Numéro 3, 2008, pp. 23-34
DOI: 10.1615/JAutomatInfScien.v40.i3.30
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RÉSUMÉ

The polynomial iteration algorithm to realize the robust parametric and structural estimation within the frame of GMDH technique is presented. The two-level neural network structure with the controlled model complexity provides the computational stability of GMDH-PNN algorithm. The computational experiment demonstrating the parametric and structural robustness in the presence of outliers as well as examples of modeling problems solution in pharmacology and medicine are described.

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