{"id":"https://openalex.org/W2077483188","doi":"https://doi.org/10.1145/1176249.1176253","title":"A fuzzy set theoretic approach to validate simulation models","display_name":"A fuzzy set theoretic approach to validate simulation models","publication_year":2006,"publication_date":"2006-10-01","ids":{"openalex":"https://openalex.org/W2077483188","doi":"https://doi.org/10.1145/1176249.1176253","mag":"2077483188"},"language":"en","primary_location":{"id":"doi:10.1145/1176249.1176253","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1176249.1176253","pdf_url":null,"source":{"id":"https://openalex.org/S38703467","display_name":"ACM Transactions on Modeling and Computer Simulation","issn_l":"1049-3301","issn":["1049-3301","1558-1195"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Modeling and Computer Simulation","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103961370","display_name":"Jurgen Martens","orcid":null},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":true,"raw_author_name":"Jurgen Martens","raw_affiliation_strings":["Catholic University of Leuven, Leuven, Belgium","Catholic University of Leuven , Leuven , Belgium"],"affiliations":[{"raw_affiliation_string":"Catholic University of Leuven, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"Catholic University of Leuven , Leuven , Belgium","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113689814","display_name":"Ferdi Put","orcid":null},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Ferdi Put","raw_affiliation_strings":["Catholic University of Leuven, Leuven, Belgium","Catholic University of Leuven , Leuven , Belgium"],"affiliations":[{"raw_affiliation_string":"Catholic University of Leuven, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"Catholic University of Leuven , Leuven , Belgium","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072347317","display_name":"Etienne E. Kerre","orcid":"https://orcid.org/0000-0003-4530-6487"},"institutions":[{"id":"https://openalex.org/I2801227569","display_name":"Ghent University Hospital","ror":"https://ror.org/00xmkp704","country_code":"BE","type":"healthcare","lineage":["https://openalex.org/I2801227569"]},{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Etienne Kerre","raw_affiliation_strings":["Ghent University, Ghent, Belgium","[Ghent University, Ghent, BeLgium]"],"affiliations":[{"raw_affiliation_string":"Ghent University, Ghent, Belgium","institution_ids":["https://openalex.org/I2801227569"]},{"raw_affiliation_string":"[Ghent University, Ghent, BeLgium]","institution_ids":["https://openalex.org/I32597200"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5103961370"],"corresponding_institution_ids":["https://openalex.org/I99464096"],"apc_list":null,"apc_paid":null,"fwci":1.685,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.84780519,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":"16","issue":"4","first_page":"375","last_page":"398"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10050","display_name":"Multi-Criteria Decision Making","score":0.9898999929428101,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10050","display_name":"Multi-Criteria Decision Making","score":0.9898999929428101,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14420","display_name":"Advanced Research in Systems and Signal Processing","score":0.9868000149726868,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14470","display_name":"Advanced Data Processing Techniques","score":0.9854000210762024,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.650443434715271},{"id":"https://openalex.org/keywords/relation","display_name":"Relation (database)","score":0.6231067776679993},{"id":"https://openalex.org/keywords/fuzzy-set","display_name":"Fuzzy set","score":0.6224082112312317},{"id":"https://openalex.org/keywords/defuzzification","display_name":"Defuzzification","score":0.6126304268836975},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5451844930648804},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5069122910499573},{"id":"https://openalex.org/keywords/adaptive-neuro-fuzzy-inference-system","display_name":"Adaptive neuro fuzzy inference system","score":0.47954508662223816},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.4185086786746979},{"id":"https://openalex.org/keywords/interval","display_name":"Interval (graph theory)","score":0.41309767961502075},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4108368456363678},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4096275568008423},{"id":"https://openalex.org/keywords/fuzzy-number","display_name":"Fuzzy number","score":0.3915243148803711},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35049280524253845},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.31036117672920227},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.2962512969970703}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.650443434715271},{"id":"https://openalex.org/C25343380","wikidata":"https://www.wikidata.org/wiki/Q277521","display_name":"Relation (database)","level":2,"score":0.6231067776679993},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.6224082112312317},{"id":"https://openalex.org/C170260401","wikidata":"https://www.wikidata.org/wiki/Q5251735","display_name":"Defuzzification","level":5,"score":0.6126304268836975},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5451844930648804},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5069122910499573},{"id":"https://openalex.org/C186108316","wikidata":"https://www.wikidata.org/wiki/Q352530","display_name":"Adaptive neuro fuzzy inference system","level":4,"score":0.47954508662223816},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.4185086786746979},{"id":"https://openalex.org/C2778067643","wikidata":"https://www.wikidata.org/wiki/Q166507","display_name":"Interval (graph theory)","level":2,"score":0.41309767961502075},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4108368456363678},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4096275568008423},{"id":"https://openalex.org/C1883856","wikidata":"https://www.wikidata.org/wiki/Q3407463","display_name":"Fuzzy number","level":4,"score":0.3915243148803711},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35049280524253845},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.31036117672920227},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.2962512969970703},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/1176249.1176253","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1176249.1176253","pdf_url":null,"source":{"id":"https://openalex.org/S38703467","display_name":"ACM Transactions on Modeling and Computer Simulation","issn_l":"1049-3301","issn":["1049-3301","1558-1195"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Modeling and Computer Simulation","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.5899999737739563,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W1529267578","https://openalex.org/W1536559965","https://openalex.org/W1566211337","https://openalex.org/W1849377404","https://openalex.org/W1980897827","https://openalex.org/W1981248499","https://openalex.org/W1988821884","https://openalex.org/W1994343333","https://openalex.org/W2001598892","https://openalex.org/W2035075551","https://openalex.org/W2036378865","https://openalex.org/W2068572261","https://openalex.org/W2068883966","https://openalex.org/W2112371220","https://openalex.org/W2114866884","https://openalex.org/W2121594306","https://openalex.org/W2128936463","https://openalex.org/W2139807462","https://openalex.org/W2140481308","https://openalex.org/W2160640335","https://openalex.org/W2162562909","https://openalex.org/W2314125776","https://openalex.org/W2330022088","https://openalex.org/W2496352033","https://openalex.org/W2912565176","https://openalex.org/W4211007335","https://openalex.org/W6633996426","https://openalex.org/W6639120924","https://openalex.org/W6650777032","https://openalex.org/W7067858704"],"related_works":["https://openalex.org/W2253916278","https://openalex.org/W1951707684","https://openalex.org/W2154201233","https://openalex.org/W1493159477","https://openalex.org/W2123244309","https://openalex.org/W3153384062","https://openalex.org/W2117904164","https://openalex.org/W2434774641","https://openalex.org/W804114443","https://openalex.org/W2604510293"],"abstract_inverted_index":{"We":[0],"develop":[1],"a":[2,31,45,81],"new":[3],"approach":[4],"to":[5,28,62,79],"the":[6,36,41,49,53,65,84,89,97,101],"validation":[7],"of":[8,38,44,52,91,104],"simulation":[9,46],"models":[10],"by":[11],"exploiting":[12],"elements":[13],"from":[14,69],"fuzzy":[15,22],"set":[16,29],"theory":[17],"and":[18,48,71],"machine":[19],"learning.":[20],"A":[21,56],"resemblance":[23,67],"relation":[24,68],"concept":[25],"is":[26,60],"used":[27],"up":[30],"mathematical":[32],"framework":[33],"for":[34],"measuring":[35],"degree":[37,90],"similarity":[39],"between":[40],"input-output":[42],"behavior":[43,51],"model":[47,92],"corresponding":[50],"real":[54,70],"system.":[55],"neuro-fuzzy":[57],"inference":[58],"algorithm":[59],"employed":[61],"automatically":[63],"learn":[64],"required":[66],"simulated":[72],"data.":[73],"Ultimately,":[74],"defuzzification":[75],"strategies":[76],"are":[77],"applied":[78],"obtain":[80],"coefficient":[82],"on":[83],"unit":[85],"interval":[86],"that":[87],"characterizes":[88],"validity.":[93],"An":[94],"example":[95],"in":[96],"airline":[98],"industry":[99],"illustrates":[100],"practical":[102],"application":[103],"this":[105],"methodology.":[106]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2015,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
