| Инд. авторы: | Mansurova M.E., Barakhnin V.B., Aubakirov S.S., Khibatkhanuly Ye., Mussina A.B. |
| Заглавие: | Development of parallel FRiS-Tax text document clustering algorithm based on MPI technology |
| Библ. ссылка: | Mansurova M.E., Barakhnin V.B., Aubakirov S.S., Khibatkhanuly Ye., Mussina A.B. Development of parallel FRiS-Tax text document clustering algorithm based on MPI technology // CEUR Workshop Proceedings. - 2016. - Vol.1576. - P.244-256. - ISSN 1613-0073. - http://ceur-ws.org/Vol-1576/128.pdf |
| Внешние системы: | SCOPUS: 2-s2.0-84978472800; |
| Реферат: | eng: This paper describes a parallel implementation of FRiS-Tax text document clustering algorithm. The clustering algorithm is based on an assessment of the similarity between objects in the competitive situation that leads to the concept of competitive similarity function (FRiS-function). As the scales for determination of the similarity measures are selected attributes of bibliographic description of documents. The parallelization is performed on the step of coefficient tuning in similarity measure formula of the genetic algorithm, as well as directly in step of clustering. The clustering algorithm is implemented on a highperformance MPJ Express platform. Quantitative evaluation of the execution time of the process is performed, clearly demonstrating the advantages of parallel implementation of the algorithm. |
| Ключевые слова: | Text Document Clustering; Text document; Similarity measure; Similarity functions; Similarity between objects; Quantitative evaluation; Parallelizations; Parallel implementations; Clustering algorithms; Parallel algorithms; Information retrieval; Genetic algorithms; Cluster analysis; Algorithms; Parallel algorithms; Genetic algorithms; Clustering text documents; Text processing; |
| Издано: | 2016 |
| Физ. характеристика: | с.244-256 |
| Ссылка: | http://ceur-ws.org/Vol-1576/128.pdf |
| Конференция: | Название: XIV Всероссийская научная конференция «Электронные библиотеки: перспективные методы и технологии, электронные коллекции» Аббревиатура: RCDL`2012 Город: Переславль-Залесский Страна: Россия Даты проведения: 2012-10-15 - 2012-10-18 Ссылка: http://rcdl2012.pereslavl.ru |
