{"id":"https://openalex.org/W3154585073","doi":"https://doi.org/10.4018/ijdsst.2021040102","title":"Project Procurement Method Decision-Making With Spearman Rank Correlation Coefficient Under Uncertainty Circumstances","display_name":"Project Procurement Method Decision-Making With Spearman Rank Correlation Coefficient Under Uncertainty Circumstances","publication_year":2021,"publication_date":"2021-04-01","ids":{"openalex":"https://openalex.org/W3154585073","doi":"https://doi.org/10.4018/ijdsst.2021040102","mag":"3154585073"},"language":"en","primary_location":{"id":"doi:10.4018/ijdsst.2021040102","is_oa":true,"landing_page_url":"https://doi.org/10.4018/ijdsst.2021040102","pdf_url":null,"source":{"id":"https://openalex.org/S204805982","display_name":"International Journal of Decision Support System Technology","issn_l":"1941-6296","issn":["1941-6296","1941-630X"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Decision Support System Technology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.4018/ijdsst.2021040102","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035823517","display_name":"Limin Su","orcid":"https://orcid.org/0000-0002-9486-711X"},"institutions":[{"id":"https://openalex.org/I198645480","display_name":"North China University of Water Resources and Electric Power","ror":"https://ror.org/03acrzv41","country_code":"CN","type":"education","lineage":["https://openalex.org/I198645480"]},{"id":"https://openalex.org/I4210120238","display_name":"PowerChina (China)","ror":"https://ror.org/01varr368","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210120238"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Limin Su","raw_affiliation_strings":["School of Mathematics and Statistics, North China University of Water Resources and Electric Power, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematics and Statistics, North China University of Water Resources and Electric Power, China","institution_ids":["https://openalex.org/I198645480","https://openalex.org/I4210120238"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039504617","display_name":"Huimin Li","orcid":"https://orcid.org/0000-0001-7494-6745"},"institutions":[{"id":"https://openalex.org/I198645480","display_name":"North China University of Water Resources and Electric Power","ror":"https://ror.org/03acrzv41","country_code":"CN","type":"education","lineage":["https://openalex.org/I198645480"]},{"id":"https://openalex.org/I4210120238","display_name":"PowerChina (China)","ror":"https://ror.org/01varr368","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210120238"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huimin Li","raw_affiliation_strings":["Department of Construction Engineering and Management, North China University of Water Resources and Electric Power, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Construction Engineering and Management, North China University of Water Resources and Electric Power, China","institution_ids":["https://openalex.org/I198645480","https://openalex.org/I4210120238"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.5603,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.82989562,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"13","issue":"2","first_page":"1","last_page":"29"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10050","display_name":"Multi-Criteria Decision Making","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/T10050","display_name":"Multi-Criteria Decision Making","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/T10395","display_name":"Construction Project Management and Performance","score":0.9945999979972839,"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/T11006","display_name":"BIM and Construction Integration","score":0.9887999892234802,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/spearmans-rank-correlation-coefficient","display_name":"Spearman's rank correlation coefficient","score":0.7606855630874634},{"id":"https://openalex.org/keywords/multiple-criteria-decision-analysis","display_name":"Multiple-criteria decision analysis","score":0.6627853512763977},{"id":"https://openalex.org/keywords/rank","display_name":"Rank (graph theory)","score":0.6082879900932312},{"id":"https://openalex.org/keywords/rank-correlation","display_name":"Rank correlation","score":0.5893005132675171},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5811784267425537},{"id":"https://openalex.org/keywords/procurement","display_name":"Procurement","score":0.5528733134269714},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5028275847434998},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.420878529548645},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.3751671016216278},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.3620924949645996},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.25218814611434937},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.13408446311950684},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.10291793942451477},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08798983693122864}],"concepts":[{"id":"https://openalex.org/C159744936","wikidata":"https://www.wikidata.org/wiki/Q1126730","display_name":"Spearman's rank correlation coefficient","level":2,"score":0.7606855630874634},{"id":"https://openalex.org/C11105738","wikidata":"https://www.wikidata.org/wiki/Q1895805","display_name":"Multiple-criteria decision analysis","level":2,"score":0.6627853512763977},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.6082879900932312},{"id":"https://openalex.org/C101601086","wikidata":"https://www.wikidata.org/wiki/Q3753228","display_name":"Rank correlation","level":2,"score":0.5893005132675171},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5811784267425537},{"id":"https://openalex.org/C201650216","wikidata":"https://www.wikidata.org/wiki/Q829492","display_name":"Procurement","level":2,"score":0.5528733134269714},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5028275847434998},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.420878529548645},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3751671016216278},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3620924949645996},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.25218814611434937},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.13408446311950684},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.10291793942451477},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08798983693122864},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.4018/ijdsst.2021040102","is_oa":true,"landing_page_url":"https://doi.org/10.4018/ijdsst.2021040102","pdf_url":null,"source":{"id":"https://openalex.org/S204805982","display_name":"International Journal of Decision Support System Technology","issn_l":"1941-6296","issn":["1941-6296","1941-630X"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Decision Support System Technology","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:igg:jdsst0:v:13:y:2021:i:2:p:1-29","is_oa":false,"landing_page_url":"https://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/IJDSST.2021040102","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:RePEc:igg:jdsst0:v:13:y:2021:i:2:p:16-44","is_oa":false,"landing_page_url":"http://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/IJDSST.2021040102","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"}],"best_oa_location":{"id":"doi:10.4018/ijdsst.2021040102","is_oa":true,"landing_page_url":"https://doi.org/10.4018/ijdsst.2021040102","pdf_url":null,"source":{"id":"https://openalex.org/S204805982","display_name":"International Journal of Decision Support System Technology","issn_l":"1941-6296","issn":["1941-6296","1941-630X"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Decision Support System Technology","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6200000047683716,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":63,"referenced_works":["https://openalex.org/W768772172","https://openalex.org/W1049743535","https://openalex.org/W1509866077","https://openalex.org/W1580809199","https://openalex.org/W1591721577","https://openalex.org/W1601606576","https://openalex.org/W1963759917","https://openalex.org/W1966558964","https://openalex.org/W1970714614","https://openalex.org/W1971875039","https://openalex.org/W1977267557","https://openalex.org/W1981963907","https://openalex.org/W1984712358","https://openalex.org/W1985351206","https://openalex.org/W1998031161","https://openalex.org/W2001648093","https://openalex.org/W2004171094","https://openalex.org/W2005346184","https://openalex.org/W2008598199","https://openalex.org/W2008640066","https://openalex.org/W2012186676","https://openalex.org/W2013619325","https://openalex.org/W2019443512","https://openalex.org/W2022790788","https://openalex.org/W2028355336","https://openalex.org/W2035887625","https://openalex.org/W2036471004","https://openalex.org/W2055477225","https://openalex.org/W2055783917","https://openalex.org/W2055812714","https://openalex.org/W2056750104","https://openalex.org/W2060475293","https://openalex.org/W2062163161","https://openalex.org/W2076808107","https://openalex.org/W2082162732","https://openalex.org/W2096773961","https://openalex.org/W2097096836","https://openalex.org/W2107798358","https://openalex.org/W2109610690","https://openalex.org/W2115865373","https://openalex.org/W2133102629","https://openalex.org/W2151013470","https://openalex.org/W2155188732","https://openalex.org/W2157857850","https://openalex.org/W2184736212","https://openalex.org/W2296652546","https://openalex.org/W2321396158","https://openalex.org/W2340355282","https://openalex.org/W2346953349","https://openalex.org/W2408794489","https://openalex.org/W2488327324","https://openalex.org/W2517024787","https://openalex.org/W2520113345","https://openalex.org/W2551196604","https://openalex.org/W2557449252","https://openalex.org/W2749760118","https://openalex.org/W2755776668","https://openalex.org/W2770372820","https://openalex.org/W2781802529","https://openalex.org/W2808548750","https://openalex.org/W2891197287","https://openalex.org/W4239218168","https://openalex.org/W4292078529"],"related_works":["https://openalex.org/W2096962026","https://openalex.org/W2319525095","https://openalex.org/W4251214348","https://openalex.org/W4246497475","https://openalex.org/W2368363712","https://openalex.org/W2031235730","https://openalex.org/W2153289787","https://openalex.org/W2354721754","https://openalex.org/W2562018983","https://openalex.org/W3093637834"],"abstract_inverted_index":{"A":[0],"project":[1,143],"procurement":[2],"method":[3,122],"(PPM)":[4],"defines":[5],"the":[6,11,15,25,30,62,70,73,82,96,99,114,120,125,128,132,149],"roles":[7],"and":[8,93,102,131,137,151],"responsibilities":[9],"of":[10,24,32,38,61,84,108,117,127,153],"participates":[12],"involved":[13],"in":[14],"construction":[16,34],"project.":[17,35],"Selecting":[18],"a":[19,33,41,55,140],"suitable":[20],"PPM":[21,39,74,109,144],"is":[22,40,54,110,135],"one":[23],"critical":[26],"issues":[27],"to":[28,113],"achieve":[29],"success":[31],"The":[36,105],"selection":[37,75,133,145],"typical":[42],"multi-criteria":[43,63],"decision-making":[44,64],"problem":[45],"under":[46,76],"uncertainty.":[47],"Moreover,":[48],"interval-valued":[49],"intuitionistic":[50],"fuzzy":[51],"set":[52],"(IVIFS)":[53],"useful":[56],"tool":[57],"for":[58],"depicting":[59],"uncertainty":[60],"(MCDM)":[65],"problems.":[66],"In":[67],"this":[68,154],"paper,":[69],"authors":[71],"consider":[72],"IVIFS":[77],"circumstance.":[78],"Firstly,":[79],"they":[80],"introduce":[81],"concept":[83],"Spearman":[85],"rank":[86],"correlation":[87],"coefficient":[88],"(SRCC)":[89],"between":[90,98],"two":[91],"IVIFSs":[92],"then":[94],"calculate":[95],"SRCC":[97],"ideal":[100,106],"alternative":[101],"each":[103],"alternative.":[104],"option":[107],"determined":[111],"according":[112],"computed":[115],"value":[116],"SRCC.":[118],"Overall,":[119],"proposed":[121],"can":[123],"avoid":[124],"calculation":[126],"criteria":[129],"weights,":[130],"process":[134],"simple":[136],"straightforward.":[138],"Finally,":[139],"real-world":[141],"infrastructure":[142],"has":[146],"been":[147],"illustrated":[148],"applicability":[150],"effectiveness":[152],"methodology.":[155]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":4}],"updated_date":"2026-06-11T06:19:23.411458","created_date":"2025-10-10T00:00:00"}