{"id":"https://openalex.org/W3032985317","doi":"https://doi.org/10.1007/s40815-020-00848-3","title":"Fuzzy Moderation and Moderated-Mediation Analysis","display_name":"Fuzzy Moderation and Moderated-Mediation Analysis","publication_year":2020,"publication_date":"2020-06-04","ids":{"openalex":"https://openalex.org/W3032985317","doi":"https://doi.org/10.1007/s40815-020-00848-3","mag":"3032985317"},"language":"en","primary_location":{"id":"doi:10.1007/s40815-020-00848-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40815-020-00848-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40815-020-00848-3.pdf","source":{"id":"https://openalex.org/S18792341","display_name":"International Journal of Fuzzy Systems","issn_l":"1562-2479","issn":["1562-2479","2199-3211"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Fuzzy Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s40815-020-00848-3.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100347335","display_name":"Jin Hee Yoon","orcid":"https://orcid.org/0000-0002-1437-1350"},"institutions":[{"id":"https://openalex.org/I28777354","display_name":"Sejong University","ror":"https://ror.org/00aft1q37","country_code":"KR","type":"education","lineage":["https://openalex.org/I28777354"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Jin Hee Yoon","raw_affiliation_strings":["School of Mathematics and Statistics, Sejong University, Seoul, South Korea"],"affiliations":[{"raw_affiliation_string":"School of Mathematics and Statistics, Sejong University, Seoul, South Korea","institution_ids":["https://openalex.org/I28777354"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5100347335"],"corresponding_institution_ids":["https://openalex.org/I28777354"],"apc_list":{"value":2690,"currency":"EUR","value_usd":3490},"apc_paid":{"value":2690,"currency":"EUR","value_usd":3490},"fwci":0.8822,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.75530264,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"22","issue":"6","first_page":"1948","last_page":"1960"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12135","display_name":"Fuzzy Systems and Optimization","score":0.9950000047683716,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12135","display_name":"Fuzzy Systems and Optimization","score":0.9950000047683716,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10050","display_name":"Multi-Criteria Decision Making","score":0.9853000044822693,"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/moderation","display_name":"Moderation","score":0.9648572206497192},{"id":"https://openalex.org/keywords/mediation","display_name":"Mediation","score":0.7790811061859131},{"id":"https://openalex.org/keywords/variable","display_name":"Variable (mathematics)","score":0.6526276469230652},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.6196092963218689},{"id":"https://openalex.org/keywords/variables","display_name":"Variables","score":0.5456850528717041},{"id":"https://openalex.org/keywords/moderated-mediation","display_name":"Moderated mediation","score":0.5319156050682068},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.48980045318603516},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.4397548735141754},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.4391605257987976},{"id":"https://openalex.org/keywords/causal-model","display_name":"Causal model","score":0.4261830449104309},{"id":"https://openalex.org/keywords/fuzzy-set","display_name":"Fuzzy set","score":0.4222133457660675},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.41749411821365356},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.3977759778499603},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3147914707660675},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.2738339304924011},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1836380660533905},{"id":"https://openalex.org/keywords/social-science","display_name":"Social science","score":0.12823486328125},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.11395880579948425}],"concepts":[{"id":"https://openalex.org/C93225998","wikidata":"https://www.wikidata.org/wiki/Q1941972","display_name":"Moderation","level":2,"score":0.9648572206497192},{"id":"https://openalex.org/C179420905","wikidata":"https://www.wikidata.org/wiki/Q223871","display_name":"Mediation","level":2,"score":0.7790811061859131},{"id":"https://openalex.org/C182365436","wikidata":"https://www.wikidata.org/wiki/Q50701","display_name":"Variable (mathematics)","level":2,"score":0.6526276469230652},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.6196092963218689},{"id":"https://openalex.org/C27574286","wikidata":"https://www.wikidata.org/wiki/Q320723","display_name":"Variables","level":2,"score":0.5456850528717041},{"id":"https://openalex.org/C24614281","wikidata":"https://www.wikidata.org/wiki/Q17086331","display_name":"Moderated mediation","level":2,"score":0.5319156050682068},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.48980045318603516},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.4397548735141754},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4391605257987976},{"id":"https://openalex.org/C11671645","wikidata":"https://www.wikidata.org/wiki/Q5054567","display_name":"Causal model","level":2,"score":0.4261830449104309},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.4222133457660675},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.41749411821365356},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.3977759778499603},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3147914707660675},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2738339304924011},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1836380660533905},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.12823486328125},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.11395880579948425},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s40815-020-00848-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40815-020-00848-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40815-020-00848-3.pdf","source":{"id":"https://openalex.org/S18792341","display_name":"International Journal of Fuzzy Systems","issn_l":"1562-2479","issn":["1562-2479","2199-3211"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Fuzzy Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s40815-020-00848-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40815-020-00848-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40815-020-00848-3.pdf","source":{"id":"https://openalex.org/S18792341","display_name":"International Journal of Fuzzy Systems","issn_l":"1562-2479","issn":["1562-2479","2199-3211"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Fuzzy Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2322047742","display_name":null,"funder_award_id":"020R1A2C1A01011131","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G2362612574","display_name":null,"funder_award_id":"No. 2020R1A2C1A01011131","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G3034753964","display_name":null,"funder_award_id":"grant","funder_id":"https://openalex.org/F4320320671","funder_display_name":"National Research Foundation"},{"id":"https://openalex.org/G342704958","display_name":null,"funder_award_id":"funded","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G3942910960","display_name":null,"funder_award_id":"(NRF) grant","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G5346264527","display_name":null,"funder_award_id":"2020R1A2C1A01011131","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G6079263007","display_name":null,"funder_award_id":"NRF2017R1D1A1B03034813","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"}],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3032985317.pdf","grobid_xml":"https://content.openalex.org/works/W3032985317.grobid-xml"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W31765214","https://openalex.org/W1849190772","https://openalex.org/W1971440513","https://openalex.org/W1985187994","https://openalex.org/W1990179990","https://openalex.org/W2067267166","https://openalex.org/W2071617558","https://openalex.org/W2092519228","https://openalex.org/W2106405008","https://openalex.org/W2125843590","https://openalex.org/W2129484434","https://openalex.org/W2154513052","https://openalex.org/W2156985817","https://openalex.org/W2344430569","https://openalex.org/W2494997954","https://openalex.org/W2593479824","https://openalex.org/W2602657840","https://openalex.org/W2910700383","https://openalex.org/W2912565176","https://openalex.org/W2996480285","https://openalex.org/W4211007335","https://openalex.org/W4212838134","https://openalex.org/W4292811746","https://openalex.org/W4299601558"],"related_works":["https://openalex.org/W2740268725","https://openalex.org/W3093710306","https://openalex.org/W750217911","https://openalex.org/W2129951714","https://openalex.org/W2969304181","https://openalex.org/W2073279551","https://openalex.org/W3173888843","https://openalex.org/W2586037687","https://openalex.org/W4406315294","https://openalex.org/W4391293925"],"abstract_inverted_index":{"Abstract":[0],"In":[1,259,282],"the":[2,15,18,40,55,58,84,122,158,184,188,216,231,240,284,287,297],"causal":[3,41,71],"relationship,":[4],"a":[5,9,24,29,35,51,61,73,77,97,220,246],"mediator":[6],"variable":[7,10,37,49,52],"is":[8,23,28,34,50,147,290],"that":[11,38,53,162],"causes":[12],"mediation":[13,74],"in":[14,109,142,157,292],"dependent":[16,62],"and":[17,26,45,63,94,117,179,190,205,268],"independent":[19,64],"variables.":[20],"If":[21],"x":[22,44],"predictor":[25],"y":[27],"response":[30],"variable,":[31],"then":[32],"w":[33],"moderator":[36,48],"influences":[39],"relationship":[42,59],"of":[43,57,86,105,124,187,222,286],"y.":[46],"A":[47],"affects":[54],"strength":[56],"between":[60],"variable.":[65],"When":[66],"there":[67],"are":[68,128,151,225,242],"many":[69,110,143],"complicated":[70],"relations,":[72],"analysis":[75,79,99,146,178,182,192,301],"or":[76,88,238],"moderation":[78,177,189,266],"can":[80,100,199,211],"be":[81,101,201,213],"performed":[82],"considering":[83,272],"existence":[85,104],"mediators":[87,93],"moderators.":[89],"Moreover,":[90],"when":[91],"both":[92],"moderators":[95],"exist,":[96],"mediation\u2013moderation":[98,270],"performed.":[102],"The":[103,196],"these":[106],"variables":[107,126],"occurs":[108],"fields,":[111,218],"including":[112],"social":[113],"science,":[114,116,119],"medical":[115,207],"natural":[118],"etc.":[120],"However,":[121],"values":[123],"such":[125,234],"used":[127,202],"often":[129],"observed":[130,152,243],"as":[131,136,183,235],"fuzzy":[132,145,168,176,180,194,265,269,277],"numbers":[133,138,165,169],"rather":[134,166],"than":[135,167],"crisp":[137,164,255,303],"(real":[139],"numbers).":[140],"So":[141],"cases,":[144],"required":[148],"because":[149],"observations":[150],"with":[153,299],"ambiguous":[154,223],"values,":[155],"but":[156,209],"meantime,":[159],"only":[160],"models":[161,198,267,271],"use":[163],"have":[170,251],"been":[171,252],"used.":[172],"This":[173],"paper":[174],"proposes":[175],"moderated-mediation":[181,191],"first":[185],"attempts":[186],"using":[193,254,302],"data.":[195,304],"proposed":[197,288],"also":[200,212],"for":[203],"science":[204],"engineering,":[206],"data,":[208],"it":[210,295],"applied":[214],"to":[215],"humanities":[217,232],"where":[219],"lot":[221],"data":[224,229,241,256],"observed.":[226],"For":[227],"example,":[228],"from":[230],"fields":[233],"marketing,":[236],"education":[237],"psychology,":[239],"based":[244,275],"on":[245,276],"human\u2019s":[247],"mind.":[248],"Nevertheless,":[249],"they":[250],"analyzed":[253],"so":[257],"far.":[258],"this":[260],"paper,":[261],"we":[262],"define":[263],"several":[264],"various":[273],"situations":[274],"least":[278],"squares":[279],"estimation":[280],"(FLSE).":[281],"addition,":[283],"validity":[285],"model":[289],"shown":[291],"some":[293],"examples;":[294],"compares":[296],"results":[298],"existing":[300]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2023,"cited_by_count":4}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
