Model and method for constructing a heterogeneous cluster ensemble | Sciact - Система учета научной деятельности ИМ СО РАН

Model and method for constructing a heterogeneous cluster ensemble Научная публикация

Журнал

Automation and Remote Control
ISSN: 0005-1179 , E-ISSN: 1608-3032

Вых. Данные

Год: 2022, Том: 83, Номер: 12, Страницы: 1944-1958 Страниц : 19 DOI: 10.1134/S00051179220120086

Ключевые слова

cluster analysis, ensemble of algorithms, co-association matrix, cluster ensemble model, optimal weights of algorithms

Авторы

Berikov V.B. ^1,2

Организации

1	Sobolev Institute of Mathematics, Novosibirsk, 630090 Russia
2	Novosibirsk State University, Novosibirsk, 630090 Russia

Информация о финансировании (1)

Российский научный фонд

22-21-00261

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.

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

Бериков В.Б.
МОДЕЛЬ И МЕТОД ПОСТРОЕНИЯ РАЗНОРОДНОГО КЛАСТЕРНОГО АНСАМБЛЯ
Автоматика и телемеханика. 2022. №12. С.89-107. DOI: 10.31857/S000523102212008X РИНЦ OpenAlex

Поступила в редакцию:	1 февр. 2022 г.
Принята к публикации:	29 июн. 2022 г.
Опубликована online:	31 дек. 2022 г.
Опубликована в печати:	16 мар. 2023 г.

Web of science:	WOS:000953758500008
Scopus:	2-s2.0-85159757475
РИНЦ:	59626145
OpenAlex:	W4327641248

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