{"id":"https://openalex.org/W2062778592","doi":"https://doi.org/10.4018/joris.2011070103","title":"Data Envelopment Analysis with Fuzzy Parameters","display_name":"Data Envelopment Analysis with Fuzzy Parameters","publication_year":2011,"publication_date":"2011-07-01","ids":{"openalex":"https://openalex.org/W2062778592","doi":"https://doi.org/10.4018/joris.2011070103","mag":"2062778592"},"language":"en","primary_location":{"id":"doi:10.4018/joris.2011070103","is_oa":false,"landing_page_url":"https://doi.org/10.4018/joris.2011070103","pdf_url":null,"source":{"id":"https://openalex.org/S176018216","display_name":"International Journal of Operations Research and Information Systems","issn_l":"1947-9328","issn":["1947-9328","1947-9336"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Operations Research and Information Systems","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/A5020863327","display_name":"Adel Hatami\u2010Marbini","orcid":"https://orcid.org/0000-0002-7956-687X"},"institutions":[{"id":"https://openalex.org/I95674353","display_name":"UCLouvain","ror":"https://ror.org/02495e989","country_code":"BE","type":"education","lineage":["https://openalex.org/I95674353"]}],"countries":["BE"],"is_corresponding":true,"raw_author_name":"Adel Hatami-Marbini","raw_affiliation_strings":["Universite Catholique de Louvain, Belgium","Universite Catholique de Louvain, Belgium#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universite Catholique de Louvain, Belgium","institution_ids":["https://openalex.org/I95674353"]},{"raw_affiliation_string":"Universite Catholique de Louvain, Belgium#TAB#","institution_ids":["https://openalex.org/I95674353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011659647","display_name":"Saber Saati","orcid":"https://orcid.org/0000-0003-0636-1192"},"institutions":[{"id":"https://openalex.org/I110525433","display_name":"Islamic Azad University, Tehran","ror":"https://ror.org/01kzn7k21","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Saber Saati","raw_affiliation_strings":["Islamic Azad University, Iran","[Islamic Azad university, Iran]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Islamic Azad University, Iran","institution_ids":["https://openalex.org/I110525433"]},{"raw_affiliation_string":"[Islamic Azad university, Iran]","institution_ids":["https://openalex.org/I110525433"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006813623","display_name":"Madjid Tavana","orcid":"https://orcid.org/0000-0003-2017-1723"},"institutions":[{"id":"https://openalex.org/I47652572","display_name":"La Salle University","ror":"https://ror.org/02beve479","country_code":"US","type":"education","lineage":["https://openalex.org/I47652572"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Madjid Tavana","raw_affiliation_strings":["La Salle University, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"La Salle University, USA","institution_ids":["https://openalex.org/I47652572"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5020863327"],"corresponding_institution_ids":["https://openalex.org/I95674353"],"apc_list":null,"apc_paid":null,"fwci":3.3854,"has_fulltext":false,"cited_by_count":30,"citation_normalized_percentile":{"value":0.91999731,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"2","issue":"3","first_page":"39","last_page":"53"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10357","display_name":"Efficiency Analysis Using DEA","score":0.9998000264167786,"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/T10357","display_name":"Efficiency Analysis Using DEA","score":0.9998000264167786,"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/T10050","display_name":"Multi-Criteria Decision Making","score":0.9952999949455261,"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/T12709","display_name":"Optimization and Mathematical Programming","score":0.9944999814033508,"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/data-envelopment-analysis","display_name":"Data envelopment analysis","score":0.9276456832885742},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.7646776437759399},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.6755529046058655},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.6286282539367676},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5270053744316101},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5075331926345825},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5013337135314941},{"id":"https://openalex.org/keywords/value","display_name":"Value (mathematics)","score":0.4833919107913971},{"id":"https://openalex.org/keywords/linear-programming","display_name":"Linear programming","score":0.47839581966400146},{"id":"https://openalex.org/keywords/efficiency","display_name":"Efficiency","score":0.4679412245750427},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.4461301267147064},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4449981153011322},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.41009721159935},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.4079660177230835},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.3629381060600281},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.24685004353523254},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.18751072883605957}],"concepts":[{"id":"https://openalex.org/C22088475","wikidata":"https://www.wikidata.org/wiki/Q647974","display_name":"Data envelopment analysis","level":2,"score":0.9276456832885742},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.7646776437759399},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.6755529046058655},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6286282539367676},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5270053744316101},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5075331926345825},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5013337135314941},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.4833919107913971},{"id":"https://openalex.org/C41045048","wikidata":"https://www.wikidata.org/wiki/Q202843","display_name":"Linear programming","level":2,"score":0.47839581966400146},{"id":"https://openalex.org/C17648541","wikidata":"https://www.wikidata.org/wiki/Q2265984","display_name":"Efficiency","level":3,"score":0.4679412245750427},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.4461301267147064},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4449981153011322},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.41009721159935},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.4079660177230835},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3629381060600281},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.24685004353523254},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.18751072883605957},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C185429906","wikidata":"https://www.wikidata.org/wiki/Q1130160","display_name":"Estimator","level":2,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.4018/joris.2011070103","is_oa":false,"landing_page_url":"https://doi.org/10.4018/joris.2011070103","pdf_url":null,"source":{"id":"https://openalex.org/S176018216","display_name":"International Journal of Operations Research and Information Systems","issn_l":"1947-9328","issn":["1947-9328","1947-9336"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Operations Research and Information Systems","raw_type":"journal-article"},{"id":"pmh:oai:digitalcommons.lasalle.edu:bsa_faculty-1281","is_oa":false,"landing_page_url":"https://digitalcommons.lasalle.edu/bsa_faculty/281","pdf_url":null,"source":{"id":"https://openalex.org/S4377196859","display_name":"La Salle University Digital Commons (La Salle University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I47652572","host_organization_name":"La Salle University","host_organization_lineage":["https://openalex.org/I47652572"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Business Systems and Analytics Faculty Work","raw_type":"text"},{"id":"pmh:oai:RePEc:cor:louvrp:-2329","is_oa":false,"landing_page_url":"http://doi.org/10.4018/joris.2011070103","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"preprint"},{"id":"pmh:oai:RePEc:igg:joris0:v:2:y:2011:i:3:p:39-53","is_oa":false,"landing_page_url":"https://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/joris.2011070103","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:dial.uclouvain.be:boreal:87918","is_oa":false,"landing_page_url":"http://hdl.handle.net/2078.1/87918","pdf_url":null,"source":{"id":"https://openalex.org/S4306400166","display_name":"Digital Access to Libraries","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2800384882","host_organization_name":"Harris County Public Library","host_organization_lineage":["https://openalex.org/I2800384882"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Operations Research and Information Systems, Vol. 2, no. 3, p. 39-53 (2011)","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:dora.dmu.ac.uk:2086/13407","is_oa":false,"landing_page_url":"http://hdl.handle.net/2086/13407","pdf_url":null,"source":{"id":"https://openalex.org/S4306400394","display_name":"DMU Open Research Archive (De Montfort University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I66943878","host_organization_name":"De Montfort University","host_organization_lineage":["https://openalex.org/I66943878"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":57,"referenced_works":["https://openalex.org/W45163773","https://openalex.org/W72569644","https://openalex.org/W1532618550","https://openalex.org/W1544362876","https://openalex.org/W1589504173","https://openalex.org/W1964868136","https://openalex.org/W1965333904","https://openalex.org/W1965387747","https://openalex.org/W1971267216","https://openalex.org/W1971984261","https://openalex.org/W1976920082","https://openalex.org/W1979160823","https://openalex.org/W1981936157","https://openalex.org/W1988882067","https://openalex.org/W1990706648","https://openalex.org/W1992691743","https://openalex.org/W1995051754","https://openalex.org/W1995161103","https://openalex.org/W2008569607","https://openalex.org/W2018454036","https://openalex.org/W2019227985","https://openalex.org/W2019950953","https://openalex.org/W2032858348","https://openalex.org/W2040890633","https://openalex.org/W2041799760","https://openalex.org/W2043011288","https://openalex.org/W2051798785","https://openalex.org/W2056441932","https://openalex.org/W2058352759","https://openalex.org/W2061226750","https://openalex.org/W2069069851","https://openalex.org/W2073138911","https://openalex.org/W2075873452","https://openalex.org/W2076452041","https://openalex.org/W2081540704","https://openalex.org/W2086390519","https://openalex.org/W2086467817","https://openalex.org/W2088907949","https://openalex.org/W2090549387","https://openalex.org/W2110396877","https://openalex.org/W2111677451","https://openalex.org/W2129763896","https://openalex.org/W2139217221","https://openalex.org/W2146491775","https://openalex.org/W2162180338","https://openalex.org/W2162693653","https://openalex.org/W2171715801","https://openalex.org/W2235178083","https://openalex.org/W2282568581","https://openalex.org/W2912565176","https://openalex.org/W3010279532","https://openalex.org/W4210259099","https://openalex.org/W4210307310","https://openalex.org/W4211007335","https://openalex.org/W4230588984","https://openalex.org/W4292158025","https://openalex.org/W4300491437"],"related_works":["https://openalex.org/W2035423388","https://openalex.org/W312923485","https://openalex.org/W2285000485","https://openalex.org/W2041365066","https://openalex.org/W2989675511","https://openalex.org/W2120745168","https://openalex.org/W1646002931","https://openalex.org/W2169049974","https://openalex.org/W2043018577","https://openalex.org/W2354788275"],"abstract_inverted_index":{"Data":[0],"envelopment":[1],"analysis":[2],"(DEA)":[3],"is":[4,145],"a":[5,13,89,105,123,149],"methodology":[6],"for":[7,83,121,136],"measuring":[8,84],"the":[9,29,33,36,43,47,65,68,73,85,99,115,119,126,153,158,169,172],"relative":[10,86],"efficiencies":[11,87],"of":[12,15,38,46,67,88,91,98,118,152,171],"set":[14,90],"decision":[16,69],"making":[17],"units":[18],"(DMUs)":[19],"that":[20],"use":[21,161],"multiple":[22,26],"inputs":[23],"to":[24,147,160],"produce":[25],"outputs.":[27],"In":[28],"conventional":[30],"DEA,":[31],"all":[32],"data":[34,51],"assume":[35],"form":[37],"specific":[39],"numerical":[40],"values.":[41],"However,":[42],"observed":[44],"values":[45],"input":[48],"and":[49,113],"output":[50],"in":[52,72,93],"real-life":[53],"problems":[54],"are":[55],"sometimes":[56],"imprecise":[57],"or":[58,130,164],"vague.":[59],"Previous":[60],"methods":[61],"have":[62],"not":[63],"considered":[64],"preferences":[66,163],"makers":[70],"(DMs)":[71],"evaluation":[74,81],"process.":[75],"This":[76,155],"paper":[77],"proposes":[78],"an":[79],"interactive":[80],"process":[82],"DMUs":[92,120],"fuzzy":[94,111,116,134],"DEA":[95],"with":[96,110],"consideration":[97],"DMs\u2019":[100],"preferences.":[101],"The":[102],"authors":[103],"construct":[104],"linear":[106],"programming":[107],"(LP)":[108],"model":[109],"parameters":[112],"calculate":[114],"efficiency":[117],"different":[122],"levels.":[124],"Then,":[125],"DM":[127],"identifies":[128],"his":[129],"her":[131],"most":[132],"preferred":[133],"goal":[135],"each":[137],"DMU":[138],"under":[139],"consideration.":[140],"A":[141],"modified":[142],"Yager":[143],"index":[144],"used":[146],"develop":[148],"ranking":[150],"order":[151],"DMUs.":[154,173],"study":[156],"allows":[157],"DMs":[159],"their":[162],"value":[165],"judgments":[166],"when":[167],"evaluating":[168],"performance":[170]},"counts_by_year":[{"year":2021,"cited_by_count":3},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":7},{"year":2016,"cited_by_count":4},{"year":2015,"cited_by_count":5},{"year":2013,"cited_by_count":2},{"year":2012,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
