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The proposed DISSFCM is capable of dynamically adapting the number of clusters to data streams, by splitting low-quality clusters so as to improve classification quality. Experimental results on both synthetic and real-world data show the effectiveness of the proposed method in data stream classification. <\/jats:p>","DOI":"10.1142\/s0218213019600091","type":"journal-article","created":{"date-parts":[[2019,12,2]],"date-time":"2019-12-02T22:31:45Z","timestamp":1575325905000},"page":"1960009","source":"Crossref","is-referenced-by-count":40,"title":["Data Stream Classification by Dynamic Incremental Semi-Supervised Fuzzy Clustering"],"prefix":"10.1142","volume":"28","author":[{"given":"Gabriella","family":"Casalino","sequence":"first","affiliation":[{"name":"CILab \u2014 Computational Intelligence Lab, Department of Computer Science, University of Bari Aldo Moro, Italy"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6489-8628","authenticated-orcid":false,"given":"Giovanna","family":"Castellano","sequence":"additional","affiliation":[{"name":"CILab \u2014 Computational Intelligence Lab, Department of Computer Science, University of Bari Aldo Moro, Italy"}]},{"given":"Corrado","family":"Mencar","sequence":"additional","affiliation":[{"name":"CILab \u2014 Computational Intelligence Lab, Department of Computer Science, University of Bari Aldo Moro, Italy"}]}],"member":"219","published-online":{"date-parts":[[2019,12,2]]},"reference":[{"key":"p_4","doi-asserted-by":"publisher","DOI":"10.1145\/2674026.2674028"},{"key":"p_8","doi-asserted-by":"publisher","DOI":"10.1109\/MC.2006.375"},{"key":"p_11","doi-asserted-by":"publisher","DOI":"10.1108\/IJWIS-11-2017-0081"},{"key":"p_13","doi-asserted-by":"publisher","DOI":"10.1145\/1083784.1083789"},{"key":"p_14","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-016-0040-9"},{"key":"p_15","doi-asserted-by":"publisher","DOI":"10.1007\/s11036-013-0489-0"},{"key":"p_16","doi-asserted-by":"publisher","DOI":"10.1145\/2522968.2522981"},{"key":"p_17","first-page":"759","author":"Gaber M. 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