A Tabu Search-Based Algorithm For The Fuzzy Clustering Problem
The Fuzzy Clustering Problem (FCP) is a mathematical program which is difficult to solve since it is nonconvex, which implies possession of many local minima. The fuzzy C-means heuristic is the widely known approach to this problem, but it is guaranteed only to yield local minima. In this paper, we...
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| المؤلف الرئيسي: | |
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| مؤلفون آخرون: | , |
| التنسيق: | article |
| منشور في: |
2020
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| الموضوعات: | |
| الوصول للمادة أونلاين: | https://eprints.kfupm.edu.sa/id/eprint/2564/1/a_tabu_search_based_algorithm_for_the_fu_al_sultan_isi_000073087700007.pdf |
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| _version_ | 1864513382465404928 |
|---|---|
| author | AlSultan, K.S. |
| author2 | Fedjki, C.A. unknown |
| author2_role | author author |
| author_facet | AlSultan, K.S. Fedjki, C.A. unknown |
| author_role | author |
| dc.creator.none.fl_str_mv | AlSultan, K.S. Fedjki, C.A. unknown |
| dc.date.*.fl_str_mv | 2020 |
| dc.format.none.fl_str_mv | application/pdf |
| dc.identifier.none.fl_str_mv | https://eprints.kfupm.edu.sa/id/eprint/2564/1/a_tabu_search_based_algorithm_for_the_fu_al_sultan_isi_000073087700007.pdf A Tabu Search-Based Algorithm For The Fuzzy Clustering Problem. PATTERN RECOGNITION, 30. pp. 2023-2030. |
| dc.language.none.fl_str_mv | en |
| dc.publisher.none.fl_str_mv | PERGAMON-ELSEVIER SCIENCE LTD |
| dc.relation.none.fl_str_mv | https://eprints.kfupm.edu.sa/id/eprint/2564/ |
| dc.rights.*.fl_str_mv | info:eu-repo/semantics/openAccess |
| dc.subject.none.fl_str_mv | Computer |
| dc.title.none.fl_str_mv | A Tabu Search-Based Algorithm For The Fuzzy Clustering Problem |
| dc.type.none.fl_str_mv | Article PeerReviewed info:eu-repo/semantics/publishedVersion info:eu-repo/semantics/article |
| description | The Fuzzy Clustering Problem (FCP) is a mathematical program which is difficult to solve since it is nonconvex, which implies possession of many local minima. The fuzzy C-means heuristic is the widely known approach to this problem, but it is guaranteed only to yield local minima. In this paper, we propose a new approach to this problem which is based on tabu search technique, and aims at finding a global solution of FCP. We compare the performance of the algorithm with the fuzzy Cmeans algorithm. |
| eu_rights_str_mv | openAccess |
| format | article |
| id | KFUPM_717321f3cd632c4fac5377c04a345953 |
| identifier_str_mv | A Tabu Search-Based Algorithm For The Fuzzy Clustering Problem. PATTERN RECOGNITION, 30. pp. 2023-2030. |
| language_invalid_str_mv | en |
| network_acronym_str | KFUPM |
| network_name_str | King Fahd University of Petroleum and Minerals |
| oai_identifier_str | oai::2564 |
| publishDate | 2020 |
| publisher.none.fl_str_mv | PERGAMON-ELSEVIER SCIENCE LTD |
| repository.mail.fl_str_mv | |
| repository.name.fl_str_mv | |
| repository_id_str | |
| spelling | A Tabu Search-Based Algorithm For The Fuzzy Clustering ProblemAlSultan, K.S.Fedjki, C.A.unknownComputerThe Fuzzy Clustering Problem (FCP) is a mathematical program which is difficult to solve since it is nonconvex, which implies possession of many local minima. The fuzzy C-means heuristic is the widely known approach to this problem, but it is guaranteed only to yield local minima. In this paper, we propose a new approach to this problem which is based on tabu search technique, and aims at finding a global solution of FCP. We compare the performance of the algorithm with the fuzzy Cmeans algorithm.PERGAMON-ELSEVIER SCIENCE LTDArticlePeerReviewedinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttps://eprints.kfupm.edu.sa/id/eprint/2564/1/a_tabu_search_based_algorithm_for_the_fu_al_sultan_isi_000073087700007.pdf A Tabu Search-Based Algorithm For The Fuzzy Clustering Problem. PATTERN RECOGNITION, 30. pp. 2023-2030. enhttps://eprints.kfupm.edu.sa/id/eprint/2564/2020info:eu-repo/semantics/openAccessoai::25642019-11-01T13:44:52Z |
| spellingShingle | A Tabu Search-Based Algorithm For The Fuzzy Clustering Problem AlSultan, K.S. Computer |
| status_str | publishedVersion |
| title | A Tabu Search-Based Algorithm For The Fuzzy Clustering Problem |
| title_full | A Tabu Search-Based Algorithm For The Fuzzy Clustering Problem |
| title_fullStr | A Tabu Search-Based Algorithm For The Fuzzy Clustering Problem |
| title_full_unstemmed | A Tabu Search-Based Algorithm For The Fuzzy Clustering Problem |
| title_short | A Tabu Search-Based Algorithm For The Fuzzy Clustering Problem |
| title_sort | A Tabu Search-Based Algorithm For The Fuzzy Clustering Problem |
| topic | Computer |
| url | https://eprints.kfupm.edu.sa/id/eprint/2564/1/a_tabu_search_based_algorithm_for_the_fu_al_sultan_isi_000073087700007.pdf |