GMDH Method with Genetic Selection Algorithm and Cloning

0421992 - ÚI 2014 RIV CZ eng J - Článek v odborném periodiku
Jiřina, Marcel - Jiřina jr., M.
GMDH Method with Genetic Selection Algorithm and Cloning.
Neural Network World. Roč. 23, č. 5 (2013), s. 451-464. ISSN 1210-0552
Institucionální podpora: RVO:67985807
Klíčová slova: multivariate data * GMDH * linear regression * Gauss-Markov conditions * cloning * genetic selection * classification
Kód oboru RIV: BB - Aplikovaná statistika, operační výzkum
Impakt faktor: 0.412, rok: 2013

The GMDH MIA algorithm uses linear regression for adaptation. We show that Gauss-Markov conditions are not met here and thus estimations of network parameters are biased. To eliminate this we propose to use cloning of neuron parameters in the GMDH network with genetic selection and cloning (GMC GMDH) that can outperform other powerful methods. It is demonstrated on tasks from the Machine Learning Repository.
Trvalý link: http://hdl.handle.net/11104/0228224