{"title":"具有传递闭包、传递开和最优传递逼近的模糊等价关系聚类","authors":"Yanli Jiang, G. Deng","doi":"10.1109/FSKD.2013.6816241","DOIUrl":null,"url":null,"abstract":"In this paper, the fuzzy equivalence relation clustering is studied. Firstly, an algorithm for obtaining a transitive lower approximation or a suboptimal transitive approximation of a fuzzy similarity relation is given. Secondly, the relationship between fuzzy equivalence relation clustering and the agglomerative hierarchical clustering is investigated. Thirdly, a clustering method combining fuzzy equivalence relation clustering and fuzzy c-means clustering is proposed. Finally, numerical experiments are carried out to verify the algorithm.","PeriodicalId":368964,"journal":{"name":"2013 10th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD)","volume":"32 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2013-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Fuzzy equivalence relation clustering with transitive closure, transitive opening and the optimal transitive approximation\",\"authors\":\"Yanli Jiang, G. Deng\",\"doi\":\"10.1109/FSKD.2013.6816241\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In this paper, the fuzzy equivalence relation clustering is studied. Firstly, an algorithm for obtaining a transitive lower approximation or a suboptimal transitive approximation of a fuzzy similarity relation is given. Secondly, the relationship between fuzzy equivalence relation clustering and the agglomerative hierarchical clustering is investigated. Thirdly, a clustering method combining fuzzy equivalence relation clustering and fuzzy c-means clustering is proposed. Finally, numerical experiments are carried out to verify the algorithm.\",\"PeriodicalId\":368964,\"journal\":{\"name\":\"2013 10th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD)\",\"volume\":\"32 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2013-07-23\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2013 10th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/FSKD.2013.6816241\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2013 10th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/FSKD.2013.6816241","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Fuzzy equivalence relation clustering with transitive closure, transitive opening and the optimal transitive approximation
In this paper, the fuzzy equivalence relation clustering is studied. Firstly, an algorithm for obtaining a transitive lower approximation or a suboptimal transitive approximation of a fuzzy similarity relation is given. Secondly, the relationship between fuzzy equivalence relation clustering and the agglomerative hierarchical clustering is investigated. Thirdly, a clustering method combining fuzzy equivalence relation clustering and fuzzy c-means clustering is proposed. Finally, numerical experiments are carried out to verify the algorithm.