{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,17]],"date-time":"2025-10-17T13:31:03Z","timestamp":1760707863926},"reference-count":45,"publisher":"World Scientific Pub Co Pte Ltd","issue":"05","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Unc. Fuzz. Knowl. Based Syst."],"published-print":{"date-parts":[[2007,10]]},"abstract":"<jats:p>Data Mining, a central step in the broader overall process of Knowledge Discovery from Databases, concerns with discovering useful properties, called patterns, from data. Understandability is an essential \u2014 yet rarely tackled \u2014 feature that makes resulting patterns accessible by end users. In this paper we argue that the adoption of Fuzzy Logic for Data Mining can improve understandability of derived patterns. Indeed, Fuzzy Logic is able to represent concepts in a \u201chuman-centric\u201d way. Hence, Data Mining methods based on Fuzzy Logic may potentially meet the so-called \u201cComprehensibility Postulate\u201d, which characterizes the blurry notion of understandability. However, the mere adoption of Fuzzy Logic for Data Mining is not enough to achieve understandability. This paper describes and comments a number of issues that need to be addressed to provide for understandable patterns. A careful consideration of all such issues may end up in a systematic methodology to discover comprehensible knowledge from data.<\/jats:p>","DOI":"10.1142\/s0218488507004856","type":"journal-article","created":{"date-parts":[[2007,10,12]],"date-time":"2007-10-12T10:43:54Z","timestamp":1192185834000},"page":"521-537","source":"Crossref","is-referenced-by-count":22,"title":["ON THE ROLE OF INTERPRETABILITY IN FUZZY DATA MINING"],"prefix":"10.1142","volume":"15","author":[{"given":"CORRADO","family":"MENCAR","sequence":"first","affiliation":[{"name":"Department of Informatics, University of Bari, v. E. Orabona, 4 Bari, 70126, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"GIOVANNA","family":"CASTELLANO","sequence":"additional","affiliation":[{"name":"Department of Informatics, University of Bari, v. E. Orabona, 4 Bari, 70126, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"ANNA M.","family":"FANELLI","sequence":"additional","affiliation":[{"name":"Department of Informatics, University of Bari, v. E. Orabona, 4 Bari, 70126, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2011,11,21]]},"reference":[{"key":"rf1","unstructured":"U. M.\u00a0Fayyad, G.\u00a0Piatetsky-Shapiro and P.\u00a0Smyth, Advances in Knowledge Discovery and Data Mining, eds. U.\u00a0Fayyad (AAAI Press, Menlo Park, CA, 1996)\u00a0pp. 1\u201330."},{"key":"rf2","doi-asserted-by":"publisher","DOI":"10.1007\/0-387-25465-X_1"},{"key":"rf3","first-page":"37","volume":"17","author":"Fayyad U. M.","journal-title":"AI Magazine"},{"key":"rf4","unstructured":"L. A.\u00a0Zadeh, Discovering the World with Fuzzy Logic, eds. V.\u00a0Novak and I.\u00a0Perfilieva (Springer, Heidelberg, Germany, 2000)\u00a0pp. 4\u201328."},{"key":"rf5","doi-asserted-by":"publisher","DOI":"10.1109\/5254.850821"},{"key":"rf6","doi-asserted-by":"publisher","DOI":"10.1037\/h0043158"},{"key":"rf7","doi-asserted-by":"publisher","DOI":"10.1016\/S0165-0114(97)00077-8"},{"key":"rf8","first-page":"28","volume":"3","author":"Zadeh L. A.","journal-title":"IEEE Transactions on Systems, Man and Cybernetics"},{"key":"rf10","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2004.04.007"},{"key":"rf11","doi-asserted-by":"publisher","DOI":"10.4018\/978-1-59140-557-3.ch037"},{"key":"rf12","doi-asserted-by":"publisher","DOI":"10.1007\/0-387-25465-X_1"},{"key":"rf14","doi-asserted-by":"publisher","DOI":"10.1006\/ijhc.2000.0394"},{"key":"rf15","doi-asserted-by":"publisher","DOI":"10.1016\/S0167-9236(99)00053-6"},{"key":"rf17","doi-asserted-by":"publisher","DOI":"10.1016\/0004-3702(83)90016-4"},{"key":"rf20","doi-asserted-by":"publisher","DOI":"10.1016\/S0933-3657(98)00068-2"},{"key":"rf21","doi-asserted-by":"crossref","first-page":"577","DOI":"10.1017\/S0140525X99002149","volume":"22","author":"Barsalou L.","journal-title":"Behavioral and Brain Sciences"},{"key":"rf24","doi-asserted-by":"publisher","DOI":"10.1016\/j.fss.2005.05.036"},{"key":"rf26","first-page":"74","volume":"25","author":"Zadeh L. A.","journal-title":"AI Magazine"},{"key":"rf28","doi-asserted-by":"crossref","DOI":"10.7551\/mitpress\/3926.001.0001","volume-title":"An Introduction to Fuzzy Sets: Analysis and Design","author":"Pedrycz W.","year":"1998"},{"key":"rf29","doi-asserted-by":"publisher","DOI":"10.1023\/A:1008217621798"},{"key":"rf30","doi-asserted-by":"publisher","DOI":"10.1109\/91.755396"},{"key":"rf31","doi-asserted-by":"publisher","DOI":"10.1109\/3468.736369"},{"key":"rf32","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2006.04.008"},{"key":"rf33","doi-asserted-by":"publisher","DOI":"10.1016\/S0888-613X(96)00070-9"},{"key":"rf37","doi-asserted-by":"publisher","DOI":"10.1109\/91.855921"},{"key":"rf38","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-37057-4_25"},{"key":"rf39","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-37058-1_6"},{"key":"rf40","doi-asserted-by":"publisher","DOI":"10.1016\/0165-0114(94)90329-8"},{"key":"rf41","doi-asserted-by":"publisher","DOI":"10.1109\/5326.661100"},{"key":"rf42","doi-asserted-by":"publisher","DOI":"10.1016\/S0165-0114(98)00096-7"},{"key":"rf43","doi-asserted-by":"publisher","DOI":"10.1023\/A:1023642126478"},{"key":"rf44","doi-asserted-by":"publisher","DOI":"10.1016\/j.mcm.2005.09.001"},{"key":"rf47","doi-asserted-by":"publisher","DOI":"10.1109\/91.855918"},{"key":"rf49","doi-asserted-by":"publisher","DOI":"10.1006\/ijhc.1973.0303"},{"key":"rf50","doi-asserted-by":"publisher","DOI":"10.1016\/0165-0114(96)00066-8"},{"key":"rf52","unstructured":"M. J.\u00a0Smithson, Computing with Words in Information\/Intelligent Systems 1 \u2014 Foundations, eds. L. A.\u00a0Zadeh and J.\u00a0Kacprzyk (Physica-Verlag, 2003)\u00a0pp. 119\u2013135."},{"key":"rf53","series-title":"Lecture Notes in Artificial Intelligence","first-page":"200","volume":"912","author":"van de Merckt T.","year":"1995"},{"key":"rf54","doi-asserted-by":"publisher","DOI":"10.1002\/int.1030"},{"key":"rf55","doi-asserted-by":"crossref","unstructured":"D.\u00a0Mundici, From Synapses to Rules. Discovering Symbolic Rules from Neural Processed Data, eds. B.\u00a0Apolloni and F.\u00a0Kurfess (Kluwer Academic\/Plenum Publishers, New York, 2002)\u00a0pp. 87\u2013108.","DOI":"10.1007\/978-1-4615-0705-5_5"},{"key":"rf56","doi-asserted-by":"publisher","DOI":"10.1016\/S0165-0114(97)00281-9"},{"key":"rf57","first-page":"591","volume":"8","author":"Espinosa J.","journal-title":"IEEE Transactions on Fuzzy Systems"},{"key":"rf59","doi-asserted-by":"publisher","DOI":"10.1016\/S1088-467X(98)00023-7"},{"key":"rf60","doi-asserted-by":"publisher","DOI":"10.1207\/s15516709cog2502_2"},{"key":"rf62","doi-asserted-by":"publisher","DOI":"10.1016\/S0165-0114(97)00080-8"},{"key":"rf63","volume-title":"Machine Intelligence and Related Topics","author":"Michie D.","year":"1982"}],"container-title":["International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0218488507004856","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,5,14]],"date-time":"2023-05-14T11:50:37Z","timestamp":1684065037000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S0218488507004856"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2007,10]]},"references-count":45,"journal-issue":{"issue":"05","published-online":{"date-parts":[[2011,11,21]]},"published-print":{"date-parts":[[2007,10]]}},"alternative-id":["10.1142\/S0218488507004856"],"URL":"https:\/\/doi.org\/10.1142\/s0218488507004856","relation":{},"ISSN":["0218-4885","1793-6411"],"issn-type":[{"value":"0218-4885","type":"print"},{"value":"1793-6411","type":"electronic"}],"subject":[],"published":{"date-parts":[[2007,10]]}}}