News of the Kabardino-Balkarian Scientific Center of the Russian Academy of Sciences
RUS  ENG    JOURNALS   PEOPLE   ORGANISATIONS   CONFERENCES   SEMINARS   VIDEO LIBRARY   PACKAGE AMSBIB  
General information
Latest issue
Archive
Guidelines for authors

Search papers
Search references

RSS
Latest issue
Current issues
Archive issues
What is RSS



News of the Kabardino-Balkarian Scientific Center of the Russian Academy of Sciences:
Year:
Volume:
Issue:
Page:
Find






Personal entry:
Login:
Password:
Save password
Enter
Forgotten password?
Register


News of the Kabardino-Balkarian Scientific Center of the Russian Academy of Sciences, 2021, Issue 1, Pages 15–19
DOI: https://doi.org/10.35330/1991-6639-2021-1-99-15-19
(Mi izkab257)
 

This article is cited in 3 scientific papers (total in 3 papers)

TECHNICAL SCIENCE

Application of neural networks for data clustering

R. A. Zhilov

Institute of Applied Mathematics and Automation – branch of the FSBSE «Federal Scientific Center «Kabardino-Balkarian Scientific Center of the Russian Academy of Sciences», 360000, KBR, Nalchik, 89 A Shortanov str.
Full-text PDF (323 kB) Citations (3)
References:
Abstract: In this paper, we consider the use of neural networks of various structures to solve the problem of dividing objects according to similar features into an unknown number of classes in advance. Cluster analysis is used to analyze large amounts of data for hidden patterns and to visualize the data structure for greater clarity. The use of artificial neural networks to solve the clustering problem is justified due to their specifics of work. Depending on the type of data belonging to clustering and on the specifics of the task, it is appropriate to use various structures of neural networks.
Keywords: data clustering, neural networks, sigma-pi neural networks, cluster analysis, Kohonen networks, multilayer perceptron, training set.
Received: 09.02.2021
Bibliographic databases:
Document Type: Article
UDC: 004.8; 519.7
MSC: 68T07
Language: Russian
Citation: R. A. Zhilov, “Application of neural networks for data clustering”, News of the Kabardino-Balkarian Scientific Center of the Russian Academy of Sciences, 2021, no. 1, 15–19
Citation in format AMSBIB
\Bibitem{Zhi21}
\by R.~A.~Zhilov
\paper Application of neural networks for data clustering
\jour News of the Kabardino-Balkarian Scientific Center of the Russian Academy of Sciences
\yr 2021
\issue 1
\pages 15--19
\mathnet{http://mi.mathnet.ru/izkab257}
\crossref{https://doi.org/10.35330/1991-6639-2021-1-99-15-19}
\elib{https://elibrary.ru/item.asp?id=https://www.elibrary.ru/item.asp?id=44804959}
Linking options:
  • https://www.mathnet.ru/eng/izkab257
  • https://www.mathnet.ru/eng/izkab/y2021/i1/p15
  • This publication is cited in the following 3 articles:
    Citing articles in Google Scholar: Russian citations, English citations
    Related articles in Google Scholar: Russian articles, English articles
    News of the Kabardino-Balkarian Scientific Center of the Russian Academy of Sciences News of the Kabardino-Balkarian Scientific Center of the Russian Academy of Sciences
    Statistics & downloads:
    Abstract page:244
    Full-text PDF :796
    References:18
     
      Contact us:
     Terms of Use  Registration to the website  Logotypes © Steklov Mathematical Institute RAS, 2024