STRUCTURAL SYNTHESIS OF NEURO MODELS ON THE BASIS OF POLYMODAL EVOLUTIONARY SEARCH
DOI:
https://doi.org/10.15588/1607-3274-2008-1-22Abstract
The problem of structural synthesis of neural network models is considered. The polymodal evolutionary search method with a chromosomes clustering is developed, allowing to develop various structures of neural networks with good computational capabilities. Experiments on model synthesis of health state dependence from the environmental population are lead.
References
Omatu S., Khalid M., Yusof R. Neyroupravleniye i yego prilozheniya / Per. s angl. pod red. A. I. Galushkina, V. A. Ptichkina. – M.: IPRZHR, 2000. – 272 c.
Kruglov V. V., Borisov V. V. Iskusstvennyye neyronnyye seti: Teoriya i praktika. – M.: Goryachaya liniya – Telekom, 2001. – 382 s.
Rudenko O. G., Bodyanskiy Ye. V. Osnovy teorii iskusstvennykh neyronnykh setey. – Khar'kov: Teletekh, 2002. – 317 s.
Minayev YU. N., Filimonova O. YU., Liyes B. Metody i algoritmy identifikatsii i prognozirovaniya v usloviyakh neopredelennosti v neyrosetevom logicheskom bazise. – M.: Goryachaya liniya – Telekom, 2003. – 205 s.
Yao X. Evolving Artificial Neural Network // Proceedings of the IEEE. – 1999. – № 9(87). – P. 1423–1447.
The Practical Handbook of Genetic Algorithms. Volume II. New Frontiers / Ed. L. D. Chambers. – Florida: CRC Press, 2000. – 421 p.
Maniezzo V. Genetic Evolution of the Topology and Weight Distribution of Neural Networks // IEEE transactions on neural networks. – 1994. – № 1(5). – P. 39–53.
Romaniuk S. G. Applying Crossover Operators to Automatic Neural Network Construction // IEEE transactions on neural networks. – 1994. – № 4. – P. 750–752.
Eiben A.E., Hintering R., Michalewicz Z. Parameter Control in Evolutionary Algorithms // IEEE Transactions on Evolutionary Computation. – 1999. – № 3. – P. 124–141.
Kirsanova Ye. V., Subbotin S. A. Obobshchennyy metod klaster-regressionnoy approksimatsii v zadache modelirovaniya pokazatelya zdorov'ya detey // Rad íoyelektroníka. Ínformatika. Upravlínnya. – 2004. – № 1. – S. 62–67.
Vel'tishchev YU. Ye. Ekologicheski determinirovannaya patologiya detskogo vozrasta // Rossiyskiy vestnik perimatologii i pediatrii. – 1996. – № 2. – S. 5–12.
Subbotin S., Oleynik A. The feature selection method based on the evolutionary approach with a fixation of a search space // Modern problems of radio engineering, telecommunications and computer science: Proceedings of the IX International Conference TCSET’2006 (21–25 February 2006). – Lviv: Publishing house of Lviv Polytechnic, 2006. – P. 574–575.
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2014 S. A. Subbotyn, A. O. Oliynyk
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
Creative Commons Licensing Notifications in the Copyright Notices
The journal allows the authors to hold the copyright without restrictions and to retain publishing rights without restrictions.
The journal allows readers to read, download, copy, distribute, print, search, or link to the full texts of its articles.
The journal allows to reuse and remixing of its content, in accordance with a Creative Commons license СС BY -SA.
Authors who publish with this journal agree to the following terms:
-
Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution License CC BY-SA that allows others to share the work with an acknowledgement of the work's authorship and initial publication in this journal.
-
Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgement of its initial publication in this journal.
-
Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work.