{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,23]],"date-time":"2026-07-23T21:47:25Z","timestamp":1784843245691,"version":"3.55.0"},"reference-count":81,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"1","license":[{"start":{"date-parts":[[2019,2,1]],"date-time":"2019-02-01T00:00:00Z","timestamp":1548979200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2019,2,1]],"date-time":"2019-02-01T00:00:00Z","timestamp":1548979200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2019,2,1]],"date-time":"2019-02-01T00:00:00Z","timestamp":1548979200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100006280","name":"Ministerio de Ciencia y Tecnolog\u00eda","doi-asserted-by":"publisher","award":["TIN2015-68454- R; TIN2015-67661-P; TIN2017-89517-P"],"award-info":[{"award-number":["TIN2015-68454- R; TIN2015-67661-P; TIN2017-89517-P"]}],"id":[{"id":"10.13039\/501100006280","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Comput. Intell. Mag."],"published-print":{"date-parts":[[2019,2]]},"DOI":"10.1109\/mci.2018.2881645","type":"journal-article","created":{"date-parts":[[2019,1,11]],"date-time":"2019-01-11T20:03:52Z","timestamp":1547237032000},"page":"69-81","source":"Crossref","is-referenced-by-count":197,"title":["Evolutionary Fuzzy Systems for Explainable Artificial Intelligence: Why, When, What for, and Where to?"],"prefix":"10.1109","volume":"14","author":[{"given":"Alberto","family":"Fernandez","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Francisco","family":"Herrera","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Oscar","family":"Cordon","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Maria","family":"Jose del Jesus","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Francesco","family":"Marcelloni","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2016.2646746"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1142\/S0218488511007155"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijar.2010.02.003"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/TSMC.2017.2670926"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2017.10.006"},{"key":"ref77","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-540-75197-7","author":"f\u00fcrnkranz","year":"2012","journal-title":"Foundations of Rule Learning"},{"key":"ref74","author":"gunning","year":"2017","journal-title":"Explainable artificial intelligence (xai)"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1002\/int.21601"},{"key":"ref75","doi-asserted-by":"crossref","first-page":"436","DOI":"10.1038\/nature14539","article-title":"Deep learning","volume":"521","author":"lecun","year":"2015","journal-title":"Nature"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2015.08.005"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1109\/3477.865167"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2016.2604003"},{"key":"ref33","doi-asserted-by":"crossref","DOI":"10.3390\/a9020039","article-title":"Review of recent type-2 fuzzy controller applications","volume":"9","author":"tai","year":"2016","journal-title":"Algorithms"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2014.2336263"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2011.02.021"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijar.2009.09.004"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2013.07.007"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2012.2236844"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-39307-5_2"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2008.02.012"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2016.2633376"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.2991\/ijcis.10.1.80"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1080\/18756891.2016.1180820"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2016.07.034"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijar.2011.03.004"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2017.06.039"},{"key":"ref27","first-page":"114","article-title":"Optimum design of fuzzy logic controllers using genetic algorithms","volume":"1","author":"pham","year":"1991","journal-title":"J Syst Eng"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2016.08.021"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1145\/2094114.2094118"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2015.01.013"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2017.10.001"},{"key":"ref68","author":"hamstra","year":"2015","journal-title":"Learning Spark Lightning-Fast Big Data Analysis"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1109\/MCI.2014.2326099"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1126\/science.aaa8415"},{"key":"ref1","author":"bacon","year":"1597","journal-title":"Meditationes Sacrae"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/N16-3020"},{"key":"ref22","author":"coello-coello","year":"2007","journal-title":"Evolutionary Algorithms for Solving Multi-Objective Problems"},{"key":"ref21","doi-asserted-by":"crossref","DOI":"10.1142\/4177","author":"cordon","year":"2001","journal-title":"Genetic Fuzzy Systems Evolutionary Tuning and Learning of Fuzzy Knowledge Bases"},{"key":"ref24","first-page":"26","article-title":"Genetic algorithms for fuzzy controllers","volume":"6","author":"karr","year":"1991","journal-title":"Artif Intell Expert"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2012.2201338"},{"key":"ref26","first-page":"509","article-title":"Fuzzy logic synthesis with genetic algorithms","author":"thrift","year":"0","journal-title":"Proc 4th Int Conf Genetic Algorithms"},{"key":"ref25","first-page":"346","article-title":"The fuzzy classifier system: A classifier system for continuously varying variables","author":"valenzuela-rendon","year":"0","journal-title":"Proc 4th Int Conf Genetic Algorithms"},{"key":"ref50","first-page":"377","article-title":"Supervised descriptive rule discovery: A unifying survey of contrast set, emerging pattern and subgroup mining","volume":"10","author":"novak","year":"2009","journal-title":"J Mach Learn Res"},{"key":"ref51","first-page":"249","article-title":"Explora: A multipattern and multistrategy discovery assistant","author":"kl\u00f6sgen","year":"0","journal-title":"Proc Advances Knowledge Discovery and Data Mining American Association for Artificial Intelligence"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2014.09.004"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2009.191"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2006.05.005"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1007\/s10115-013-0706-y"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2017.02.007"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2018.2814577"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1007\/s10115-004-0178-1"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1007\/s10115-010-0356-2"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-662-04923-5"},{"key":"ref11","article-title":"Explainable artificial intelligence: Understanding, visualizing and interpreting deep learning models","volume":"abs 1708 8296","author":"samek","year":"2017","journal-title":"CoRR"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijar.2017.10.021"},{"key":"ref12","doi-asserted-by":"crossref","first-page":"20","DOI":"10.1038\/538020a","article-title":"Can we open the black box of AI?","volume":"538","author":"castelvecchi","year":"2016","journal-title":"Nature"},{"key":"ref13","article-title":"European Union regulations on algorithmic decision-making and a right to explanation","volume":"38","author":"bryce goodman","year":"2017","journal-title":"Artif Intell Mag"},{"key":"ref14","article-title":"Towards a rigorous science of interpretable machine learning","volume":"abs 1702 8608","author":"doshi-velez","year":"2017","journal-title":"CoRR"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1089\/big.2016.0007"},{"key":"ref16","article-title":"The mythos of model interpretability","volume":"abs 1606 3490","author":"lipton","year":"2017","journal-title":"CoRR"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1109\/SMC.2017.8122697"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1016\/j.dsp.2017.10.011"},{"key":"ref18","author":"craven","year":"1996","journal-title":"Extracting comprehensible models from trained neural networks"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1016\/0004-3702(83)90016-4"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2016.2574915"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1002\/widm.1134"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1145\/2500499"},{"key":"ref6","author":"ishibuchi","year":"2005","journal-title":"Classification and Modeling with Linguistic Information Granules"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1016\/S0019-9958(65)90241-X"},{"key":"ref8","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-662-05094-1","author":"eiben","year":"2003","journal-title":"Introduction to Evolutionary Computation"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1016\/S0020-7373(75)80002-2"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2017.2718491"},{"key":"ref9","author":"holland","year":"1975","journal-title":"Adaptation in Natural and Artificial Systems"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-47759-6"},{"key":"ref45","author":"herrera","year":"2016","journal-title":"Multilabel Classification Problem Analysis Metrics and Techniques"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2012.204"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2016.2516582"},{"key":"ref42","first-page":"1233","article-title":"A fuzzy classification model for myocardial infarction risk assessment","volume":"48","author":"mokeddem","year":"2018","journal-title":"Appl Intell"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2016.2578341"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2791469"},{"key":"ref43","article-title":"A multi-objective evolutionary fuzzy system to obtain a broad and accurate set of solutions in intrusion detection systems","author":"elhag","year":"0","journal-title":"Soft Comput"}],"container-title":["IEEE Computational Intelligence Magazine"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/10207\/8610087\/08610271.pdf?arnumber=8610271","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,7,13]],"date-time":"2022-07-13T21:12:58Z","timestamp":1657746778000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/8610271\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,2]]},"references-count":81,"journal-issue":{"issue":"1"},"URL":"https:\/\/doi.org\/10.1109\/mci.2018.2881645","relation":{},"ISSN":["1556-603X","1556-6048"],"issn-type":[{"value":"1556-603X","type":"print"},{"value":"1556-6048","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,2]]}}}