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A numerical study is carried out to compare the proposed cost-sensitive FURIA to other state-of-the-art classification algorithms, based on fuzzy rules and on other classical machine learning methods, on 64 different imbalanced datasets. <\/jats:p>","DOI":"10.1142\/s0218488514500330","type":"journal-article","created":{"date-parts":[[2014,10,8]],"date-time":"2014-10-08T06:29:31Z","timestamp":1412749771000},"page":"643-675","source":"Crossref","is-referenced-by-count":10,"title":["Cost-Sensitive Learning of Fuzzy Rules for Imbalanced Classification Problems Using FURIA"],"prefix":"10.1142","volume":"22","author":[{"given":"Ana","family":"Palacios","sequence":"first","affiliation":[{"name":"Dpto. de Ciencias de la Computaci\u00f3n e I. 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