{"id":"https://openalex.org/W4234276775","doi":"https://doi.org/10.37190/ord210405","title":"A literature review of interval-valued intuitionistic fuzzy multi-criteria decision-making methodologies","display_name":"A literature review of interval-valued intuitionistic fuzzy multi-criteria decision-making methodologies","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W4234276775","doi":"https://doi.org/10.37190/ord210405"},"language":"en","primary_location":{"id":"doi:10.37190/ord210405","is_oa":true,"landing_page_url":"https://doi.org/10.37190/ord210405","pdf_url":"https://doi.org/10.37190/ord210405","source":{"id":"https://openalex.org/S2739399646","display_name":"Badania Operacyjne i Decyzje/Operations Research and Decisions","issn_l":"1230-1868","issn":["1230-1868","2081-8858","2391-6060"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310317492","host_organization_name":"Wroc\u0142aw University of Science and Technology","host_organization_lineage":["https://openalex.org/P4310317492"],"host_organization_lineage_names":["Wroc\u0142aw University of Science and Technology"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Operations Research and Decisions","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.37190/ord210405","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5063226220","display_name":"Melda KOKO\u00c7","orcid":"https://orcid.org/0000-0003-2035-9777"},"institutions":[{"id":"https://openalex.org/I95634034","display_name":"Gazi University","ror":"https://ror.org/054xkpr46","country_code":"TR","type":"education","lineage":["https://openalex.org/I95634034"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Melda Koko\u00e7","raw_affiliation_strings":["Gazi University, Rectorate, 06560 Yenimahalle/Ankara, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Gazi University, Rectorate, 06560 Yenimahalle/Ankara, Turkey","institution_ids":["https://openalex.org/I95634034"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036349645","display_name":"S\u00fcleyman Ers\u00f6z","orcid":"https://orcid.org/0000-0002-7534-6837"},"institutions":[{"id":"https://openalex.org/I45642913","display_name":"K\u0131r\u0131kkale University","ror":"https://ror.org/01zhwwf82","country_code":"TR","type":"education","lineage":["https://openalex.org/I45642913"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"S\u00fcleyman Ers\u00f6z","raw_affiliation_strings":["Department of Industrial Engineering, Kirikkale University, 71450 Yah\u015fihan, Kirikkale, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, Kirikkale University, 71450 Yah\u015fihan, Kirikkale, Turkey","institution_ids":["https://openalex.org/I45642913"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5063226220"],"corresponding_institution_ids":["https://openalex.org/I95634034"],"apc_list":null,"apc_paid":null,"fwci":0.8955,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.77370077,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"31","issue":"4","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10050","display_name":"Multi-Criteria Decision Making","score":0.9958000183105469,"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":0.9958000183105469,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/multiple-criteria-decision-analysis","display_name":"Multiple-criteria decision analysis","score":0.8688204884529114},{"id":"https://openalex.org/keywords/vagueness","display_name":"Vagueness","score":0.783703088760376},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.62375807762146},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5857390761375427},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.5718433856964111},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5509709715843201},{"id":"https://openalex.org/keywords/topsis","display_name":"TOPSIS","score":0.5055317878723145},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5015976428985596},{"id":"https://openalex.org/keywords/ambiguity","display_name":"Ambiguity","score":0.4840056598186493},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.4238371253013611},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.3408324122428894},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2584780752658844},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.21616938710212708},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08366698026657104}],"concepts":[{"id":"https://openalex.org/C11105738","wikidata":"https://www.wikidata.org/wiki/Q1895805","display_name":"Multiple-criteria decision analysis","level":2,"score":0.8688204884529114},{"id":"https://openalex.org/C2776825360","wikidata":"https://www.wikidata.org/wiki/Q1411921","display_name":"Vagueness","level":3,"score":0.783703088760376},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.62375807762146},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5857390761375427},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.5718433856964111},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5509709715843201},{"id":"https://openalex.org/C51566761","wikidata":"https://www.wikidata.org/wiki/Q1235853","display_name":"TOPSIS","level":2,"score":0.5055317878723145},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5015976428985596},{"id":"https://openalex.org/C2780522230","wikidata":"https://www.wikidata.org/wiki/Q1140419","display_name":"Ambiguity","level":2,"score":0.4840056598186493},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.4238371253013611},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.3408324122428894},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2584780752658844},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21616938710212708},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08366698026657104},{"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/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.37190/ord210405","is_oa":true,"landing_page_url":"https://doi.org/10.37190/ord210405","pdf_url":"https://doi.org/10.37190/ord210405","source":{"id":"https://openalex.org/S2739399646","display_name":"Badania Operacyjne i Decyzje/Operations Research and Decisions","issn_l":"1230-1868","issn":["1230-1868","2081-8858","2391-6060"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310317492","host_organization_name":"Wroc\u0142aw University of Science and Technology","host_organization_lineage":["https://openalex.org/P4310317492"],"host_organization_lineage_names":["Wroc\u0142aw University of Science and Technology"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Operations Research and Decisions","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:wut:journl:v:31:y:2021:i:4:p:89-116:id:1592","is_oa":false,"landing_page_url":null,"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:dbc.wroc.pl:145374","is_oa":true,"landing_page_url":"https://dbc.wroc.pl/dlibra/publication/184486/edition/145374/content","pdf_url":null,"source":{"id":"https://openalex.org/S4210167977","display_name":"Prace Naukowe Uniwersytetu Ekonomicznego we Wroc\u0142awiu","issn_l":"1899-3192","issn":["1899-3192","2392-0041"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4322697539","host_organization_name":"Wroclaw University of Economics","host_organization_lineage":["https://openalex.org/P4322697539"],"host_organization_lineage_names":["Wroclaw University of Economics"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.boid.pwr.wroc.pl/","raw_type":"artyku\u0142"},{"id":"pmh:oai:doaj.org/article:14b47793987142219e6492b6cab47886","is_oa":false,"landing_page_url":"https://doaj.org/article/14b47793987142219e6492b6cab47886","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Operations Research and Decisions, Vol vol. 31, Iss no. 4, Pp 89-116 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.37190/ord210405","is_oa":true,"landing_page_url":"https://doi.org/10.37190/ord210405","pdf_url":"https://doi.org/10.37190/ord210405","source":{"id":"https://openalex.org/S2739399646","display_name":"Badania Operacyjne i Decyzje/Operations Research and Decisions","issn_l":"1230-1868","issn":["1230-1868","2081-8858","2391-6060"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310317492","host_organization_name":"Wroc\u0142aw University of Science and Technology","host_organization_lineage":["https://openalex.org/P4310317492"],"host_organization_lineage_names":["Wroc\u0142aw University of Science and Technology"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Operations Research and Decisions","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6499999761581421,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4234276775.pdf","grobid_xml":"https://content.openalex.org/works/W4234276775.grobid-xml"},"referenced_works_count":139,"referenced_works":["https://openalex.org/W1167383870","https://openalex.org/W1487785133","https://openalex.org/W1500460861","https://openalex.org/W1628817275","https://openalex.org/W1641313014","https://openalex.org/W1965442891","https://openalex.org/W1967218248","https://openalex.org/W1967718716","https://openalex.org/W1972591816","https://openalex.org/W1974549394","https://openalex.org/W1979263640","https://openalex.org/W1985279386","https://openalex.org/W1987425643","https://openalex.org/W1998031161","https://openalex.org/W2006109683","https://openalex.org/W2013148435","https://openalex.org/W2014724259","https://openalex.org/W2038771802","https://openalex.org/W2041166908","https://openalex.org/W2049770927","https://openalex.org/W2054056739","https://openalex.org/W2054726226","https://openalex.org/W2056001886","https://openalex.org/W2060986412","https://openalex.org/W2061229161","https://openalex.org/W2063260753","https://openalex.org/W2063610441","https://openalex.org/W2064709319","https://openalex.org/W2067472607","https://openalex.org/W2069038737","https://openalex.org/W2070737895","https://openalex.org/W2076056531","https://openalex.org/W2084164249","https://openalex.org/W2102186017","https://openalex.org/W2122887878","https://openalex.org/W2133897143","https://openalex.org/W2145414324","https://openalex.org/W2149882190","https://openalex.org/W2157790865","https://openalex.org/W2158633335","https://openalex.org/W2163589254","https://openalex.org/W2179784486","https://openalex.org/W2205336636","https://openalex.org/W2212274699","https://openalex.org/W2293745200","https://openalex.org/W2308707436","https://openalex.org/W2341296293","https://openalex.org/W2347194800","https://openalex.org/W2390615874","https://openalex.org/W2490720447","https://openalex.org/W2493166691","https://openalex.org/W2509470099","https://openalex.org/W2549054236","https://openalex.org/W2551196604","https://openalex.org/W2592338844","https://openalex.org/W2595872613","https://openalex.org/W2606411706","https://openalex.org/W2620708438","https://openalex.org/W2625795268","https://openalex.org/W2626137597","https://openalex.org/W2748269124","https://openalex.org/W2749752520","https://openalex.org/W2751040599","https://openalex.org/W2751999160","https://openalex.org/W2753683113","https://openalex.org/W2754194108","https://openalex.org/W2761572226","https://openalex.org/W2768841407","https://openalex.org/W2782761971","https://openalex.org/W2784317575","https://openalex.org/W2790169248","https://openalex.org/W2792705846","https://openalex.org/W2799498408","https://openalex.org/W2802745231","https://openalex.org/W2809917564","https://openalex.org/W2809994459","https://openalex.org/W2888929552","https://openalex.org/W2889124631","https://openalex.org/W2891547990","https://openalex.org/W2891927473","https://openalex.org/W2894250388","https://openalex.org/W2895814708","https://openalex.org/W2898964461","https://openalex.org/W2901570693","https://openalex.org/W2901716405","https://openalex.org/W2904848912","https://openalex.org/W2908043340","https://openalex.org/W2910215169","https://openalex.org/W2911314598","https://openalex.org/W2912871647","https://openalex.org/W2920856284","https://openalex.org/W2921550306","https://openalex.org/W2921636834","https://openalex.org/W2930900166","https://openalex.org/W2936680057","https://openalex.org/W2938360444","https://openalex.org/W2946237683","https://openalex.org/W2951434981","https://openalex.org/W2952394472","https://openalex.org/W2955438921","https://openalex.org/W2967448156","https://openalex.org/W2972543473","https://openalex.org/W2979375038","https://openalex.org/W2981038620","https://openalex.org/W2981268106","https://openalex.org/W2988761545","https://openalex.org/W2991847114","https://openalex.org/W2992915693","https://openalex.org/W2997318768","https://openalex.org/W2998039156","https://openalex.org/W3005584294","https://openalex.org/W3011940747","https://openalex.org/W3013595543","https://openalex.org/W3015416080","https://openalex.org/W3017283706","https://openalex.org/W3021530843","https://openalex.org/W3024617783","https://openalex.org/W3027605450","https://openalex.org/W3038008125","https://openalex.org/W3040696864","https://openalex.org/W3044702857","https://openalex.org/W3045619837","https://openalex.org/W3064950452","https://openalex.org/W3082622234","https://openalex.org/W3082779259","https://openalex.org/W3108047606","https://openalex.org/W3118552640","https://openalex.org/W3153548864","https://openalex.org/W4226081057","https://openalex.org/W4230657725","https://openalex.org/W4247396186","https://openalex.org/W4288350201","https://openalex.org/W4292078529","https://openalex.org/W6600009415","https://openalex.org/W6600299915","https://openalex.org/W6600595061","https://openalex.org/W6602439081","https://openalex.org/W6813430158","https://openalex.org/W6842671404"],"related_works":["https://openalex.org/W2366109760","https://openalex.org/W2340041618","https://openalex.org/W3094671937","https://openalex.org/W2950081262","https://openalex.org/W1524077593","https://openalex.org/W2963319272","https://openalex.org/W3154161952","https://openalex.org/W2778781604","https://openalex.org/W3196600246","https://openalex.org/W4235219488"],"abstract_inverted_index":{"Multi":[0],"criteria":[1],"decision-making":[2],"(MCDM)":[3],"is":[4,120,136,139,164,171,181],"one":[5,195],"of":[6,31,56,66,71,111,116,160],"the":[7,15,18,42,47,57,80,92,112,117,140,144,158,167,175,178,185,192],"most":[8,104,113,122,145,193],"popular":[9],"problems":[10],"handled":[11],"by":[12],"researchers":[13,34,216],"in":[14,46,124,129,147,184,220],"literature.":[16],"Since":[17],"interval-valued":[19],"intuitionistic":[20],"fuzzy":[21],"set":[22],"(IVIFS)":[23],"theory":[24],"generates":[25],"as":[26,28,98,174,191],"realistic":[27],"possible":[29],"evaluation":[30],"linguistic":[32],"expressions,":[33],"have":[35],"been":[36],"expanding":[37],"traditional":[38,201],"MCDM":[39,202,222],"methods":[40,203,223],"to":[41],"IVIF":[43,205],"environment,":[44],"especially":[45],"last":[48],"decade.":[49],"This":[50,187,207],"study":[51,188],"provides":[52],"a":[53,87],"literature":[54,118],"review":[55,70,85,119,208],"relevant":[58,105],"articles":[59,146],"from":[60,94],"several":[61],"academic":[62],"databases":[63],"on":[64],"applications":[65],"IVIF-MCDM":[67,101],"methods.":[68,109],"The":[69],"131":[72],"publications":[73,123,198],"addresses":[74],"specific":[75],"research":[76,81],"questions.":[77],"To":[78],"understand":[79],"publication":[82,159],"trend,":[83],"this":[84,125,148],"offers":[86],"visual":[88],"analysis":[89],"that":[90,121,137,142,166,196],"examines":[91],"studies":[93],"different":[95],"perspectives,":[96],"such":[97],"application":[99,176],"areas,":[100],"methods,":[102],"citations,":[103],"journals,":[106],"and":[107,217,226],"validation":[108],"One":[110],"remarkable":[114],"results":[115],"field":[126],"are":[127,154],"published":[128],"SCIE":[130],"indexed":[131],"journals.":[132],"Another":[133],"noteworthy":[134],"issue":[135],"China":[138],"country":[141],"produces":[143],"field.":[149],"In":[150],"addition,":[151],"English":[152],"journals":[153],"mostly":[155,173,183],"selected":[156],"for":[157,204,214],"articles.":[161],"While":[162],"it":[163],"seen":[165],"investment":[168],"selection":[169],"problem":[170],"chosen":[172],"area,":[177],"TOPSIS":[179],"method":[180],"preferred":[182],"applications.":[186],"stands":[189],"out":[190],"comprehensive":[194],"compiles":[197],"containing":[199],"extended":[200],"sets.":[206],"will":[209],"be":[210],"an":[211],"important":[212],"reference":[213],"future":[215],"decision-makers":[218],"involved":[219],"advancing":[221],"considering":[224],"vagueness":[225],"ambiguity.":[227]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
