{"id":"https://openalex.org/W2892392456","doi":"https://doi.org/10.1080/09537325.2018.1522432","title":"Integrating fuzzy-set theory into technology roadmap development to support decision-making","display_name":"Integrating fuzzy-set theory into technology roadmap development to support decision-making","publication_year":2018,"publication_date":"2018-09-30","ids":{"openalex":"https://openalex.org/W2892392456","doi":"https://doi.org/10.1080/09537325.2018.1522432","mag":"2892392456"},"language":"en","primary_location":{"id":"doi:10.1080/09537325.2018.1522432","is_oa":false,"landing_page_url":"https://doi.org/10.1080/09537325.2018.1522432","pdf_url":null,"source":{"id":"https://openalex.org/S130699561","display_name":"Technology Analysis and Strategic Management","issn_l":"0953-7325","issn":["0953-7325","1465-3990"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Technology Analysis &amp; Strategic Management","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/A5008976825","display_name":"Woojin Son","orcid":null},"institutions":[{"id":"https://openalex.org/I57664883","display_name":"Ajou University","ror":"https://ror.org/03tzb2h73","country_code":"KR","type":"education","lineage":["https://openalex.org/I57664883"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Woojin Son","raw_affiliation_strings":["Department of Industrial Engineering, Ajou University, Suwon, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, Ajou University, Suwon, Republic of Korea","institution_ids":["https://openalex.org/I57664883"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101938656","display_name":"Sungjoo Lee","orcid":"https://orcid.org/0000-0001-9361-3380"},"institutions":[{"id":"https://openalex.org/I57664883","display_name":"Ajou University","ror":"https://ror.org/03tzb2h73","country_code":"KR","type":"education","lineage":["https://openalex.org/I57664883"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Sungjoo Lee","raw_affiliation_strings":["Department of Industrial Engineering, Ajou University, Suwon, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, Ajou University, Suwon, Republic of Korea","institution_ids":["https://openalex.org/I57664883"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5101938656"],"corresponding_institution_ids":["https://openalex.org/I57664883"],"apc_list":null,"apc_paid":null,"fwci":1.2844,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.80075573,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"31","issue":"4","first_page":"447","last_page":"461"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14306","display_name":"Technology Assessment and Management","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T14306","display_name":"Technology Assessment and Management","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/T10856","display_name":"Intellectual Property and Patents","score":0.977400004863739,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10003","display_name":"Innovation and Knowledge Management","score":0.9747999906539917,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/technology-roadmap","display_name":"Technology roadmap","score":0.7216165661811829},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5818240642547607},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5245423913002014},{"id":"https://openalex.org/keywords/new-product-development","display_name":"New product development","score":0.5055558681488037},{"id":"https://openalex.org/keywords/technology-development","display_name":"Technology development","score":0.46199631690979004},{"id":"https://openalex.org/keywords/product","display_name":"Product (mathematics)","score":0.4490728974342346},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4437974691390991},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.43805497884750366},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.43497639894485474},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.4252539277076721},{"id":"https://openalex.org/keywords/value","display_name":"Value (mathematics)","score":0.41739439964294434},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.4160693883895874},{"id":"https://openalex.org/keywords/process-management","display_name":"Process management","score":0.4066300094127655},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.2581566572189331},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.16324383020401},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14431995153427124},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.11276811361312866},{"id":"https://openalex.org/keywords/manufacturing-engineering","display_name":"Manufacturing engineering","score":0.08667224645614624}],"concepts":[{"id":"https://openalex.org/C2780156850","wikidata":"https://www.wikidata.org/wiki/Q2144097","display_name":"Technology roadmap","level":2,"score":0.7216165661811829},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5818240642547607},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5245423913002014},{"id":"https://openalex.org/C19351080","wikidata":"https://www.wikidata.org/wiki/Q1395034","display_name":"New product development","level":2,"score":0.5055558681488037},{"id":"https://openalex.org/C2988118331","wikidata":"https://www.wikidata.org/wiki/Q276099","display_name":"Technology development","level":2,"score":0.46199631690979004},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.4490728974342346},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4437974691390991},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.43805497884750366},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.43497639894485474},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.4252539277076721},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.41739439964294434},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.4160693883895874},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.4066300094127655},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.2581566572189331},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.16324383020401},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14431995153427124},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.11276811361312866},{"id":"https://openalex.org/C117671659","wikidata":"https://www.wikidata.org/wiki/Q11049265","display_name":"Manufacturing engineering","level":1,"score":0.08667224645614624},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/09537325.2018.1522432","is_oa":false,"landing_page_url":"https://doi.org/10.1080/09537325.2018.1522432","pdf_url":null,"source":{"id":"https://openalex.org/S130699561","display_name":"Technology Analysis and Strategic Management","issn_l":"0953-7325","issn":["0953-7325","1465-3990"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Technology Analysis &amp; Strategic Management","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5433808920","display_name":null,"funder_award_id":"NRF-2016R1D1A1B03933943","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"}],"funders":[{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W239755291","https://openalex.org/W1491073066","https://openalex.org/W1529944099","https://openalex.org/W1606184465","https://openalex.org/W1972132404","https://openalex.org/W1979876994","https://openalex.org/W1987347924","https://openalex.org/W1997797506","https://openalex.org/W1998489937","https://openalex.org/W2005891181","https://openalex.org/W2015048928","https://openalex.org/W2022993334","https://openalex.org/W2040269521","https://openalex.org/W2042712508","https://openalex.org/W2043068576","https://openalex.org/W2056141603","https://openalex.org/W2063883942","https://openalex.org/W2065026415","https://openalex.org/W2070219474","https://openalex.org/W2083015995","https://openalex.org/W2087361600","https://openalex.org/W2099495929","https://openalex.org/W2106013349","https://openalex.org/W2130311791","https://openalex.org/W2150511529","https://openalex.org/W2160063929","https://openalex.org/W2164308914","https://openalex.org/W2235818444","https://openalex.org/W2266974715","https://openalex.org/W2561200350","https://openalex.org/W3122891983","https://openalex.org/W3125996787","https://openalex.org/W4211007335","https://openalex.org/W4252600913"],"related_works":["https://openalex.org/W2376954491","https://openalex.org/W2001185805","https://openalex.org/W2165469466","https://openalex.org/W2392723202","https://openalex.org/W2374370071","https://openalex.org/W2883293458","https://openalex.org/W207837172","https://openalex.org/W2339822281","https://openalex.org/W2083718587","https://openalex.org/W2063411654"],"abstract_inverted_index":{"Technology":[0],"roadmap":[1,32,70,99,125],"has":[2],"long":[3],"been":[4,47],"regarded":[5],"as":[6,37,106,108],"a":[7,76],"useful":[8,138],"tool":[9,78],"for":[10],"linking":[11],"business":[12],"to":[13,49,74,79,90,120,122],"technologies.":[14],"Accordingly,":[15],"establishing":[16],"the":[17,35,55,65,68,92,98,102,109,114,123,129,143],"relationships":[18,66],"between":[19,67,97,113],"market,":[20],"product":[21],"and":[22,72,134],"technology":[23,31,148],"elements":[24],"is":[25,118],"an":[26],"essential":[27],"part":[28],"of":[29,38,57,95,104,111,131,145],"successful":[30],"development.":[33],"Despite":[34],"significance":[36,105],"analysing":[39],"such":[40],"relationships,":[41],"however,":[42],"few":[43],"previous":[44,58],"attempts":[45],"have":[46],"made":[48],"address":[50],"this":[51,61,84],"issue.":[52],"To":[53,83],"overcome":[54],"limitations":[56],"studies,":[59],"therefore,":[60],"study":[62,117],"focused":[63],"on":[64,147],"diverse":[69],"layers":[71],"aimed":[73],"develop":[75],"decision-support":[77],"investigate":[80],"these":[81],"relationships.":[82],"end,":[85],"fuzzy":[86],"inference":[87],"was":[88],"applied":[89],"determine":[91],"relative":[93],"importance":[94],"link":[96],"elements,":[100],"considering":[101],"degree":[103,110],"well":[107],"relationship":[112,132],"two.":[115],"This":[116],"expected":[119],"contribute":[121],"existing":[124],"literature":[126],"by":[127,141],"emphasising":[128],"value":[130],"analysis,":[133],"can":[135],"also":[136],"be":[137],"in":[139],"practice":[140],"improving":[142],"quality":[144],"information":[146],"roadmap.":[149]},"counts_by_year":[{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
