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Model and method for constructing a heterogeneous cluster ensemble Full article

Journal Automation and Remote Control
ISSN: 0005-1179 , E-ISSN: 1608-3032
Output data Year: 2022, Volume: 83, Number: 12, Pages: 1944-1958 Pages count : 19 DOI: 10.1134/S00051179220120086
Tags cluster analysis, ensemble of algorithms, co-association matrix, cluster ensemble model, optimal weights of algorithms
Authors Berikov V.B. 1,2
Affiliations
1 Sobolev Institute of Mathematics, Novosibirsk, 630090 Russia
2 Novosibirsk State University, Novosibirsk, 630090 Russia

Funding (1)

1 Russian Science Foundation 22-21-00261

Abstract: We consider the problem of data clustering using a heterogeneous ensemble with the use of a co-association matrix. A probabilistic model is stated that takes into account the correlation of evaluation functions with the help of which relationships are found between the characteristics of the ensemble and the quality indicators of the final solution. An expression for the optimal weights of basic algorithms for which the upper bound on the clustering error probability estimate is minimal is found. An experimental study of the proposed method has been carried out showing the method to be advantageous over a number of similar methods.
Cite: Berikov V.B.
Model and method for constructing a heterogeneous cluster ensemble
Automation and Remote Control. 2022. V.83. N12. P.1944-1958. DOI: 10.1134/S00051179220120086 WOS Scopus РИНЦ OpenAlex
Original: Бериков В.Б.
МОДЕЛЬ И МЕТОД ПОСТРОЕНИЯ РАЗНОРОДНОГО КЛАСТЕРНОГО АНСАМБЛЯ
Автоматика и телемеханика. 2022. №12. С.89-107. DOI: 10.31857/S000523102212008X РИНЦ OpenAlex
Dates:
Submitted: Feb 1, 2022
Accepted: Jun 29, 2022
Published online: Dec 31, 2022
Published print: Mar 16, 2023
Identifiers:
Web of science: WOS:000953758500008
Scopus: 2-s2.0-85159757475
Elibrary: 59626145
OpenAlex: W4327641248
Citing: Пока нет цитирований
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