Number of the records: 1
Genetically Modified GMDH Method with Cloning
- 1.
SYSNO ASEP 0085222 Document Type J - Journal Article R&D Document Type Journal Article Subsidiary J Ostatní články Title Genetically Modified GMDH Method with Cloning Title Geneticky modofikovaná GMDH metoda s klonováním Author(s) Jiřina, Marcel (UIVT-O) SAI, RID
Jiřina jr., M. (CZ)Source Title Research in Computing Science - ISSN 1870-4069
Roč. 28, - (2007), s. 29-37Number of pages 9 s. Action NNAM 2007. International Conference on Neural Networks and Associative Memories /2./ Event date 04.11.2007-09.11.2007 VEvent location Mexico City Country MX - Mexico Event type WRD Language eng - English Country MX - Mexico Keywords GMDH neural network ; genetic selection ; cloning ; Machine Learning Repository Subject RIV BA - General Mathematics R&D Projects 1M0567 GA MŠMT - Ministry of Education, Youth and Sports (MEYS) CEZ AV0Z10300504 - UIVT-O (2005-2011) Annotation The GMDH MIA algorithm is modified by the use of selection procedure from genetic algorithms and including cloning. The selection procedure finds parents for a new neuron among already existing neurons. The essence of cloning is slight modification of parameters of copies of the neuron with the largest fitness. We show that the genetically modified GMDH network with cloning (GMC GMDH) can outperform other powerful methods. It is demonstrated on some tasks from Machine Learning Repository. Workplace Institute of Computer Science Contact Tereza Šírová, sirova@cs.cas.cz, Tel.: 266 053 800 Year of Publishing 2008
Number of the records: 1