Computer Optics
RUS  ENG    JOURNALS   PEOPLE   ORGANISATIONS   CONFERENCES   SEMINARS   VIDEO LIBRARY   PACKAGE AMSBIB  
General information
Latest issue
Archive

Search papers
Search references

RSS
Latest issue
Current issues
Archive issues
What is RSS


Computer Optics:
Year:
Volume:
Issue:
Page:
Find




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

Computer Optics, 2017, Volume 41, Issue 5, Pages 712–718
DOI: https://doi.org/10.18287/2412-6179-2017-41-5-712-718 (Mi co441) 		 
This article is cited in 6 scientific papers (total in 6 papers)

IMAGE PROCESSING, PATTERN RECOGNITION

Centroid averaging algorithm for a clustering ensemble

V. V. Tatarnikova, I. A. Pestunovb, V. B. Berikovc

a Sobolev Institute of Mathematics SB RAS, Novosibirsk, Russia
b Institute of Computational Technologies SB RAS, Novosibirsk, Russia
c Novosibirsk State University, Novosibirsk, Russia
Full-text PDF (956 kB) Citations (6)
References:
PDF
HTML
DOI: https://doi.org/10.18287/2412-6179-2017-41-5-712-718
Abstract: A collective approach to cluster analysis is considered in the paper. An algorithm of centroid averaging is proposed. The algorithm allows constructing the consensus partition of a dataset into clusters, using a set of partitions built with any centroid-based algorithm. We discuss results of applying the proposed algorithm to modeled data and for the segmentation of hyperspectral images with noise channels. Some details of implementation in a multithreaded environment that allows increasing the algorithm performance are given.
Keywords: clustering ensemble, K-means, centroid, hyperspectral image analysis.
Received: 26.04.2017
Accepted: 13.09.2017
Document Type: Article
Language: Russian
Citation: V. V. Tatarnikov, I. A. Pestunov, V. B. Berikov, “Centroid averaging algorithm for a clustering ensemble”, Computer Optics, 41:5 (2017), 712–718
Citation in format AMSBIB
\Bibitem{TatPesBer17}
\by V.~V.~Tatarnikov, I.~A.~Pestunov, V.~B.~Berikov
\paper Centroid averaging algorithm for a clustering ensemble
\jour Computer Optics
\yr 2017
\vol 41
\issue 5
\pages 712--718
\mathnet{http://mi.mathnet.ru/co441}
\crossref{https://doi.org/10.18287/2412-6179-2017-41-5-712-718}
Linking options:
  • https://www.mathnet.ru/eng/co441
  • https://www.mathnet.ru/eng/co/v41/i5/p712
    • This publication is cited in the following 6 articles:
    Citing articles in Google Scholar: Russian citations, English citations
    Related articles in Google Scholar: Russian articles, English articles
    		Computer Optics
     
      Contact us:
    		  Terms of Use  Registration to the website  Logotypes © Steklov Mathematical Institute RAS, 2024