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The realisation of neural network structural optimization algorithm
Authors:
- Grzegorz Nowakowski,
- Yaroslaw Dorogyy,
- Olena Doroga-Ivaniuk
Abstract
This paper presents a deep analysis of literature on the problems of optimization of parameters and structure of the neural networks and the basic disadvantages that are present in the observed algorithms and methods. As a result, there is suggested a new algorithm for neural network structure optimization, which is free of the major shortcomings of other algorithms. The paper describes a detailed description of the algorithm, its implementation and application for recognition problems.
- Record ID
- CUTe7c8777526f24ea7b183f5a44bbe3e6d
- Publication categories
- ; ;
- Author
- Pages
- 1365-1371
- Other elements of collation
- il. (w tym kolor.); Bibliografia (na s.) - 1370-1371; Bibliografia (liczba pozycji) - 31; Oznaczenie streszczenia - Abstr.
- Substantive notes
- Tyt. źródła wg okł.
- Book
- Ganzha Maria, Maria Ganzha Maciaszek Leszek, Leszek Maciaszek Paprzycki Marcin Marcin Paprzycki (eds.): Proceedings of the 2017 Federated Conference on Computer Science and Information Systems, September 3-6, 2017, Prague, Czech Republic, Annals of Computer Science and Information Systems, no. 11, 2017, New York City, Warszawa, Institute of Electrical and Electronics Engineers, Institute of Electrical and Electronics Engineers, Polskie Towarzystwo Informatyczne, ISBN 978-83-946253-7-5 (Web)
- Keywords in English
- problems of optimization, neural networks, a new algorithm for neural network structure optimization
- DOI
- DOI:10.15439/2017F448 Opening in a new tab
- URL
- https://annals-csis.org/proceedings/2017/drp/448.html Opening in a new tab
- Related project
- Innowacyjne systemy automatyki. . Project leader at PK: , ,
Działalność statutowa - Language
- eng (en) English
- License
- Score (nominal)
- 20
- Publication indicators
- Citation count
- 1
- Additional fields
- Indeksowana w: Web of Science, Scopus
- Uniform Resource Identifier
- https://cris.pk.edu.pl/info/article/CUTe7c8777526f24ea7b183f5a44bbe3e6d/
- URN
urn:pkr-prod:CUTe7c8777526f24ea7b183f5a44bbe3e6d
* presented citation count is obtained through Internet information analysis, and it is close to the number calculated by the Publish or PerishOpening in a new tab system.