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Several parameter settings for the global approach are tested when applied to twenty one popular UCI datasets. The results obtained show that FURIA-based fuzzy multiclassifiers outperform the single FURIA classifier and are competitive with C4.5 multiclassifiers and random forests. <\/jats:p>","DOI":"10.1142\/s0218488511007155","type":"journal-article","created":{"date-parts":[[2011,6,30]],"date-time":"2011-06-30T14:42:52Z","timestamp":1309444972000},"page":"589-633","source":"Crossref","is-referenced-by-count":28,"title":["ON DESIGNING FUZZY RULE-BASED MULTICLASSIFICATION SYSTEMS BY COMBINING FURIA WITH BAGGING AND FEATURE SELECTION"],"prefix":"10.1142","volume":"19","author":[{"given":"KRZYSZTOF","family":"TRAWI\u0143SKI","sequence":"first","affiliation":[{"name":"European Centre for Soft Computing, Mieres, Spain"},{"name":"Edificio Cient\u00edfico-Tecnol\u00f3gico, Calle Gonzalo Guti\u00e9rrez Quir\u00f3s S\/N, 33600 Mieres, Asturias, Spain"}]},{"given":"OSCAR","family":"CORD\u00d3N","sequence":"additional","affiliation":[{"name":"European Centre for Soft Computing, Mieres, Spain"},{"name":"Edificio Cient\u00edfico-Tecnol\u00f3gico, Calle Gonzalo Guti\u00e9rrez Quir\u00f3s S\/N, 33600 Mieres, Asturias, Spain"}]},{"given":"ARNAUD","family":"QUIRIN","sequence":"additional","affiliation":[{"name":"European Centre for Soft Computing, Mieres, Spain"},{"name":"Edificio Cient\u00edfico-Tecnol\u00f3gico, Calle Gonzalo Guti\u00e9rrez Quir\u00f3s S\/N, 33600 Mieres, Asturias, Spain"}]}],"member":"219","published-online":{"date-parts":[[2011,11,21]]},"reference":[{"key":"rf2","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2007.250609"},{"key":"rf3","doi-asserted-by":"publisher","DOI":"10.1109\/72.298224"},{"key":"rf4","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijar.2010.02.003"},{"key":"rf6","doi-asserted-by":"publisher","DOI":"10.1016\/S0031-3203(96)00142-2"},{"key":"rf7","first-page":"123","volume":"24","author":"Breiman L.","journal-title":"Machine Learning"},{"key":"rf8","doi-asserted-by":"publisher","DOI":"10.1023\/A:1010933404324"},{"key":"rf11","doi-asserted-by":"publisher","DOI":"10.1016\/S0888-613X(00)88942-2"},{"key":"rf12","doi-asserted-by":"publisher","DOI":"10.3233\/HIS-2010-0104"},{"key":"rf15","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2004.825972"},{"key":"rf16","doi-asserted-by":"publisher","DOI":"10.1162\/089976698300017197"},{"key":"rf17","doi-asserted-by":"publisher","DOI":"10.1023\/A:1007607513941"},{"key":"rf18","doi-asserted-by":"publisher","DOI":"10.1007\/BF01096763"},{"key":"rf19","first-page":"245","volume":"67","author":"Gentle J.","journal-title":"Metrika"},{"key":"rf20","first-page":"832","volume":"20","author":"Ho T.","journal-title":"IEEE Trans. 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