{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,17]],"date-time":"2026-03-17T19:45:46Z","timestamp":1773776746207,"version":"3.50.1"},"reference-count":31,"publisher":"Springer Science and Business Media LLC","issue":"9","license":[{"start":{"date-parts":[[2013,1,23]],"date-time":"2013-01-23T00:00:00Z","timestamp":1358899200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Soft Comput"],"published-print":{"date-parts":[[2013,9]]},"DOI":"10.1007\/s00500-013-0981-2","type":"journal-article","created":{"date-parts":[[2013,1,22]],"date-time":"2013-01-22T01:46:09Z","timestamp":1358819169000},"page":"1673-1686","source":"Crossref","is-referenced-by-count":13,"title":["Interpretability-based fuzzy decision tree classifier a hybrid of the subtractive clustering and the multi-objective evolutionary algorithm"],"prefix":"10.1007","volume":"17","author":[{"given":"F.","family":"Afsari","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"M.","family":"Eftekhari","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"E.","family":"Eslami","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"P.-Y.","family":"Woo","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2013,1,23]]},"reference":[{"key":"981_CR1","doi-asserted-by":"crossref","first-page":"1959","DOI":"10.1007\/s00500-010-0628-5","volume":"15","author":"JM Alonso","year":"2011","unstructured":"Alonso JM, Magdalena L (2011) HILK++: an interpretability-guided fuzzy modeling methodology for learning readable and comprehensible fuzzy rule-based classifiers. Soft Comput 15:1959\u20131980","journal-title":"Soft Comput"},{"issue":"7","key":"981_CR2","doi-asserted-by":"crossref","first-page":"761","DOI":"10.1002\/int.20288","volume":"23","author":"JM Alonso","year":"2008","unstructured":"Alonso JM, Magdalena L, Guillaume S (2008) HILK: a new methodology for designing highly interpretable linguistic knowledge bases using the fuzzy logic formalism. Int J Intell Syst 23(7):761\u2013794","journal-title":"Int J Intell Syst"},{"issue":"1","key":"981_CR3","doi-asserted-by":"crossref","first-page":"115","DOI":"10.1016\/j.ijar.2009.09.004","volume":"51","author":"JM Alonso","year":"2009","unstructured":"Alonso JM, Magdalena L, Gonzalez-Rodriguez G (2009) Looking for a good fuzzy system interpretability index. An experimental approach. Int J Approx Reason 51(1):115\u2013134","journal-title":"Int J Approx Reason"},{"key":"981_CR4","doi-asserted-by":"crossref","DOI":"10.1007\/978-1-4757-0450-1","volume-title":"Pattern recognition with fuzzy objective function algorithms","author":"JC Bezdek","year":"1981","unstructured":"Bezdek JC (1981) Pattern recognition with fuzzy objective function algorithms. Plenum Press, New York"},{"issue":"5","key":"981_CR5","doi-asserted-by":"crossref","first-page":"437","DOI":"10.1007\/s00500-008-0360-6","volume":"13","author":"A Botta","year":"2009","unstructured":"Botta A, Lazzerini B, Marcelloni F, Stefanescu D (2009) Context adaptation of fuzzy systems through a multiobjective evolutionary approach based on a novel interpretability index. Soft Comput 13(5):437\u2013449","journal-title":"Soft Comput"},{"key":"981_CR6","doi-asserted-by":"crossref","unstructured":"Chen MY (2002) Establishing interpretable fuzzy models from numeric data. In: 4th world congress on intelligent control and automation. IEEE, pp 1857\u20131861","DOI":"10.1109\/WCICA.2002.1021405"},{"issue":"3","key":"981_CR7","doi-asserted-by":"crossref","first-page":"267","DOI":"10.3233\/IFS-1994-2306","volume":"2","author":"S Chiu","year":"1994","unstructured":"Chiu S (1994) Fuzzy model identification based on cluster estimation. J Intell Fuzzy Syst 2(3):267\u2013278","journal-title":"J Intell Fuzzy Syst"},{"key":"981_CR8","volume-title":"Evolutionary algorithms for solving multi-objective problems","year":"2002","unstructured":"Coello CA, Lamont GB, Veldhuizen DAV (eds) (2002) Evolutionary algorithms for solving multi-objective problems. Kluwer, Norwell"},{"issue":"2","key":"981_CR9","doi-asserted-by":"crossref","first-page":"182","DOI":"10.1109\/4235.996017","volume":"6","author":"K Deb","year":"2002","unstructured":"Deb K, Pratab A, Agrawal S, Meyarivan T (2002) A fast and elitist multiobjective genetic algorithm: NSGA II. IEEE Trans Evol Comput 6(2):182\u2013197","journal-title":"IEEE Trans Evol Comput"},{"key":"981_CR10","doi-asserted-by":"crossref","first-page":"466","DOI":"10.1016\/j.asoc.2007.02.008","volume":"8","author":"M Eftekhari","year":"2008","unstructured":"Eftekhari M, Katebi SD, Karimi M, Jahanmiri AH (2008) Eliciting transparent fuzzy model using differential evolution. Appl Soft Comput 8:466\u2013476","journal-title":"Appl Soft Comput"},{"key":"981_CR11","unstructured":"Frank A, Asuncion A (2010) UCI Machine Learning Repository. Irvine, CA: University of California, School of Information and Computer Science. http:\/\/archive.ics.uci.edu\/ml"},{"issue":"3","key":"981_CR12","doi-asserted-by":"crossref","first-page":"515","DOI":"10.1109\/TFUZZ.2010.2041008","volume":"18","author":"MJ Gacto","year":"2010","unstructured":"Gacto MJ, Alcal\u00e0 R, Herrera F (2010) Integration of an index to preserve the semantic interpretability in the multiobjective evolutionary rule selection and tuning of linguistic fuzzy systems. IEEE Trans Fuzzy Syst 18(3):515\u2013531","journal-title":"IEEE Trans Fuzzy Syst"},{"key":"981_CR13","doi-asserted-by":"crossref","first-page":"4340","DOI":"10.1016\/j.ins.2011.02.021","volume":"181","author":"MJ Gacto","year":"2011","unstructured":"Gacto MJ, Alcal\u00e1 R, Herrera F (2011) Interpretability of linguistic fuzzy rule-based systems: an overview of interpretability measures. Inf Sci 181:4340\u20134360","journal-title":"Inf Sci"},{"issue":"1","key":"981_CR14","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1109\/3477.658573","volume":"28","author":"CZ Janikow","year":"1998","unstructured":"Janikow CZ (1998) Fuzzy decision trees: issues and methods. IEEE Trans Syst Man Cybern 28(1):1\u201314","journal-title":"IEEE Trans Syst Man Cybern"},{"key":"981_CR15","doi-asserted-by":"crossref","first-page":"3761","DOI":"10.1016\/j.eswa.2008.02.025","volume":"36","author":"RK Lai","year":"2009","unstructured":"Lai RK, Fan C-Y, Huang W-H, Chang P-C (2009) Evolving and clustering fuzzy decision tree for financial time series data forecasting. Exp Syst Appl 36:3761\u20133773","journal-title":"Exp Syst Appl"},{"key":"981_CR16","doi-asserted-by":"crossref","first-page":"106","DOI":"10.1016\/j.ijar.2006.07.004","volume":"44","author":"LF Mendonca","year":"2007","unstructured":"Mendonca LF, Vieira SM, Sousa JMC (2007) Decision tree search methods in fuzzy modeling and classification. Int J Approx Reason 44:106\u2013123","journal-title":"Int J Approx Reason"},{"issue":"4","key":"981_CR17","doi-asserted-by":"crossref","first-page":"328","DOI":"10.1109\/TSMCC.2002.806060","volume":"32","author":"S Mitra","year":"2002","unstructured":"Mitra S, Konwar KM, Sankar KP (2002) Fuzzy decision tree, linguistic rules and fuzzy knowledge-based network: generation and evaluation. IEEE Trans Syst Man Cybern Part C Appl Rev 32(4):328\u2013339","journal-title":"IEEE Trans Syst Man Cybern Part C Appl Rev"},{"key":"981_CR18","doi-asserted-by":"crossref","first-page":"257","DOI":"10.1613\/jair.41","volume":"1","author":"PM Murphy","year":"1994","unstructured":"Murphy PM, Pazzani MJ (1994) Exploring the decision forest: an empirical investigation of Occam\u2019s razor in decision tree induction. J Artif Intell Res 1:257\u2013275","journal-title":"J Artif Intell Res"},{"issue":"2","key":"981_CR19","doi-asserted-by":"crossref","first-page":"151","DOI":"10.1109\/3468.833095","volume":"30","author":"W Pedrycz","year":"2000","unstructured":"Pedrycz W, Sosnowski ZA (2000) Designing decision trees with the use of fuzzy granulation. IEEE Trans Syst Man Cybern Part A 30(2):151\u2013159","journal-title":"IEEE Trans Syst Man Cybern Part A"},{"issue":"3","key":"981_CR20","doi-asserted-by":"crossref","first-page":"271","DOI":"10.1016\/S0165-0114(00)00118-4","volume":"123","author":"W Pedrycz","year":"2001","unstructured":"Pedrycz W, Sosnowski ZA (2001) The design of decision trees in the framework of granular data and their application to software quality models. Fuzzy Sets Syst 123(3):271\u2013290","journal-title":"Fuzzy Sets Syst"},{"issue":"4","key":"981_CR21","doi-asserted-by":"crossref","first-page":"498","DOI":"10.1109\/TSMCC.2004.843205","volume":"35","author":"W Pedrycz","year":"2005","unstructured":"Pedrycz W, Sosnowski ZA (2005) C-fuzzy decision trees. IEEE Trans Syst Man Cybern Part C 35(4):498\u2013511","journal-title":"IEEE Trans Syst Man Cybern Part C"},{"issue":"2","key":"981_CR22","doi-asserted-by":"crossref","first-page":"526","DOI":"10.1016\/j.ijar.2007.10.004","volume":"48","author":"P Pulkkinen","year":"2008","unstructured":"Pulkkinen P, Koivisto H (2008) Fuzzy classifier identification using decision tree and multiobjective evolutionary algorithms. Int J Approx Reason 48(2):526\u2013543","journal-title":"Int J Approx Reason"},{"key":"981_CR23","first-page":"81","volume":"1","author":"JR Quinlan","year":"1986","unstructured":"Quinlan JR (1986) Induction of decision trees. Mach Learn 1:81\u2013106","journal-title":"Mach Learn"},{"key":"981_CR24","volume-title":"C.45: programs for machine learning","author":"JR Quinlan","year":"1993","unstructured":"Quinlan JR (1993) C.45: programs for machine learning. Morgan Kaufmann Publishers Inc, San Francisco"},{"key":"981_CR25","unstructured":"Umano M, Okamoto H, Hatono I, Tamura H, Kawachi F, Umedzu S, Kinoshita J (1994) Fuzzy decision trees by fuzzy ID3 algorithm and its application to diagnosis systems. In: Proceedings of the third IEEE conference on fuzzy systems, vol 3, pp 2113\u20132118"},{"key":"981_CR26","doi-asserted-by":"crossref","first-page":"117","DOI":"10.1016\/S0165-0114(97)00386-2","volume":"112","author":"X-Z Wang","year":"2000","unstructured":"Wang X-Z, Chen B, Qian G, Ye F (2000) On the optimization of fuzzy decision trees. Fuzzy Sets Syst 112:117\u2013125","journal-title":"Fuzzy Sets Syst"},{"key":"981_CR27","doi-asserted-by":"crossref","first-page":"283","DOI":"10.1016\/S0165-0114(97)00030-4","volume":"99","author":"W Xizhao","year":"1998","unstructured":"Xizhao W, Hong J (1998) On the handling of fuzziness for continuous valued attributes in decision tree generation. Fuzzy Sets Syst 99:283\u2013290","journal-title":"Fuzzy Sets Syst"},{"issue":"1","key":"981_CR28","doi-asserted-by":"crossref","first-page":"55","DOI":"10.1109\/5326.661090","volume":"28","author":"RR Yager","year":"1998","unstructured":"Yager RR (1998) On the construction of hierarchical fuzzy systems models. IEEE Trans Syst Man Cybern 28(1):55\u201366","journal-title":"IEEE Trans Syst Man Cybern"},{"issue":"1","key":"981_CR29","doi-asserted-by":"crossref","first-page":"105","DOI":"10.1109\/81.739259","volume":"45","author":"LA Zadeh","year":"1999","unstructured":"Zadeh LA (1999) From computing with numbers to computing with words\u2013From manipulation of measurements to manipulation of perceptions. IEEE Trans Circuits Syst I Fundam Theory Appl 45(1):105\u2013119","journal-title":"IEEE Trans Circuits Syst I Fundam Theory Appl"},{"issue":"23","key":"981_CR30","doi-asserted-by":"crossref","first-page":"3091","DOI":"10.1016\/j.fss.2008.05.016","volume":"159","author":"SM Zhou","year":"2008","unstructured":"Zhou SM, Gan JQ (2008) Low-level interpretability and high-level interpretability: a unified view of data-driven interpretable fuzzy system modelling. Fuzzy Sets Syst 159(23):3091\u20133131","journal-title":"Fuzzy Sets Syst"},{"key":"981_CR31","unstructured":"Zitzler E, Laumanns M, Thiele L (2001) SPEA2: improving the strength Pareto evolutionary algorithm for multiobjective optimization. In: Proceedings of evolutionary methods for design, optimisation and control with application to industrial problems (EUROGEN), Barcelona, Spain, pp 95\u2013100"}],"container-title":["Soft Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00500-013-0981-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s00500-013-0981-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00500-013-0981-2","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,7,20]],"date-time":"2020-07-20T22:46:56Z","timestamp":1595285216000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s00500-013-0981-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2013,1,23]]},"references-count":31,"journal-issue":{"issue":"9","published-print":{"date-parts":[[2013,9]]}},"alternative-id":["981"],"URL":"https:\/\/doi.org\/10.1007\/s00500-013-0981-2","relation":{},"ISSN":["1432-7643","1433-7479"],"issn-type":[{"value":"1432-7643","type":"print"},{"value":"1433-7479","type":"electronic"}],"subject":[],"published":{"date-parts":[[2013,1,23]]}}}