Аннотация
The task of finding consensus solution of cluster analysis problem is considered in the paper. A heuristic algorithm for constructing consensus clustering partition using any centroid-based algorithm is proposed. It is theoretically proved that the algorithm is statistically stable. The novelty of the algorithm is that it is implemented and optimized for running in parallel and distributed environment. The paper includes the results of testing the algorithm on artificial and real data.
Язык оригинала | английский |
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Название основной публикации | Proceedings - 2017 International Multi-Conference on Engineering, Computer and Information Sciences, SIBIRCON 2017 |
Издатель | Institute of Electrical and Electronics Engineers Inc. |
Страницы | 342-345 |
Число страниц | 4 |
ISBN (электронное издание) | 9781538615966 |
DOI | |
Состояние | Опубликовано - 14 нояб. 2017 |
Событие | 2017 International Multi-Conference on Engineering, Computer and Information Sciences, SIBIRCON 2017 - Novosibirsk, Российская Федерация Продолжительность: 18 сент. 2017 → 22 сент. 2017 |
Конференция
Конференция | 2017 International Multi-Conference on Engineering, Computer and Information Sciences, SIBIRCON 2017 |
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Страна/Tерритория | Российская Федерация |
Город | Novosibirsk |
Период | 18.09.2017 → 22.09.2017 |