{"title":"Quality and performance evaluation of the algorithms KMART and FCM for fuzzy clustering and categorization","authors":"M. Rojček, I. Černák, Róbert Janiga","doi":"10.1109/INES.2017.8118571","DOIUrl":null,"url":null,"abstract":"In this paper we present a comparison of two fuzzy text document clustering algorithms. First of them is KMART algorithm, neural network based on Fuzzy ART neural network and the second algorithm is Fuzzy C-Means based on K-Means algorithm. The paper is aimed to compare the quality and performance of both algorithms on the set of real, contextually similar text documents falling into more categories at the same time.","PeriodicalId":344933,"journal":{"name":"2017 IEEE 21st International Conference on Intelligent Engineering Systems (INES)","volume":"43 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2017-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2017 IEEE 21st International Conference on Intelligent Engineering Systems (INES)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/INES.2017.8118571","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
In this paper we present a comparison of two fuzzy text document clustering algorithms. First of them is KMART algorithm, neural network based on Fuzzy ART neural network and the second algorithm is Fuzzy C-Means based on K-Means algorithm. The paper is aimed to compare the quality and performance of both algorithms on the set of real, contextually similar text documents falling into more categories at the same time.
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