{"id":"https://openalex.org/W4387958045","doi":"https://doi.org/10.1080/00207543.2023.2271093","title":"Data driven design optimisation: an empirical study of demand discovery combining theory of planned behaviour and Bayesian networks","display_name":"Data driven design optimisation: an empirical study of demand discovery combining theory of planned behaviour and Bayesian networks","publication_year":2023,"publication_date":"2023-10-26","ids":{"openalex":"https://openalex.org/W4387958045","doi":"https://doi.org/10.1080/00207543.2023.2271093"},"language":"en","primary_location":{"id":"doi:10.1080/00207543.2023.2271093","is_oa":false,"landing_page_url":"https://doi.org/10.1080/00207543.2023.2271093","pdf_url":null,"source":{"id":"https://openalex.org/S65690446","display_name":"International Journal of Production Research","issn_l":"0020-7543","issn":["0020-7543","1366-588X"],"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":"International Journal of Production Research","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/A5048437606","display_name":"Yitian Liu","orcid":"https://orcid.org/0009-0000-5637-6056"},"institutions":[{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yitian Liu","raw_affiliation_strings":["Art and Design College, Wuhan University of Science and Technology, Wuhan, People\u2019s Republic of China","Art and Design College, Wuhan University of Science and Technology, Wuhan, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Art and Design College, Wuhan University of Science and Technology, Wuhan, People\u2019s Republic of China","institution_ids":["https://openalex.org/I43922553"]},{"raw_affiliation_string":"Art and Design College, Wuhan University of Science and Technology, Wuhan, People's Republic of China","institution_ids":["https://openalex.org/I43922553"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075957273","display_name":"Kang Hu","orcid":"https://orcid.org/0000-0002-3804-3183"},"institutions":[{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kang Hu","raw_affiliation_strings":["Art and Design College, Wuhan University of Science and Technology, Wuhan, People\u2019s Republic of China","Art and Design College, Wuhan University of Science and Technology, Wuhan, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Art and Design College, Wuhan University of Science and Technology, Wuhan, People\u2019s Republic of China","institution_ids":["https://openalex.org/I43922553"]},{"raw_affiliation_string":"Art and Design College, Wuhan University of Science and Technology, Wuhan, People's Republic of China","institution_ids":["https://openalex.org/I43922553"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015116294","display_name":"Ruifeng Zhou","orcid":"https://orcid.org/0000-0002-4473-890X"},"institutions":[{"id":"https://openalex.org/I84884186","display_name":"Newcastle University","ror":"https://ror.org/01kj2bm70","country_code":"GB","type":"education","lineage":["https://openalex.org/I84884186"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ruifeng Zhou","raw_affiliation_strings":["School of Engineering, Newcastle University, Newcastle Upon Tyne, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering, Newcastle University, Newcastle Upon Tyne, UK","institution_ids":["https://openalex.org/I84884186"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015000904","display_name":"Xianfeng Ai","orcid":null},"institutions":[{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianfeng Ai","raw_affiliation_strings":["Art and Design College, Wuhan University of Science and Technology, Wuhan, People\u2019s Republic of China","Art and Design College, Wuhan University of Science and Technology, Wuhan, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Art and Design College, Wuhan University of Science and Technology, Wuhan, People\u2019s Republic of China","institution_ids":["https://openalex.org/I43922553"]},{"raw_affiliation_string":"Art and Design College, Wuhan University of Science and Technology, Wuhan, People's Republic of China","institution_ids":["https://openalex.org/I43922553"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015551771","display_name":"Yunqing Chen","orcid":"https://orcid.org/0000-0002-3504-8472"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunqing Chen","raw_affiliation_strings":["School of Design, East China Normal University, Shanghai, People\u2019s Republic of China","School of Design, East China Normal University, Shanghai, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Design, East China Normal University, Shanghai, People\u2019s Republic of China","institution_ids":["https://openalex.org/I66867065"]},{"raw_affiliation_string":"School of Design, East China Normal University, Shanghai, People's Republic of China","institution_ids":["https://openalex.org/I66867065"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5048437606"],"corresponding_institution_ids":["https://openalex.org/I43922553"],"apc_list":null,"apc_paid":null,"fwci":1.1511,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.83138271,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"62","issue":"13","first_page":"4696","last_page":"4716"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12945","display_name":"Quality Function Deployment in Product Design","score":0.9872000217437744,"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"}},"topics":[{"id":"https://openalex.org/T12945","display_name":"Quality Function Deployment in Product Design","score":0.9872000217437744,"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/T12496","display_name":"Color perception and design","score":0.98580002784729,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11729","display_name":"Product Development and Customization","score":0.9815999865531921,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/theory-of-planned-behavior","display_name":"Theory of planned behavior","score":0.6071453094482422},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5911616086959839},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.5162687301635742},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.5003769397735596},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.4931771159172058},{"id":"https://openalex.org/keywords/plan","display_name":"Plan (archaeology)","score":0.468688040971756},{"id":"https://openalex.org/keywords/bayesian-network","display_name":"Bayesian network","score":0.41503292322158813},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36465713381767273},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.3487246036529541},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3484712541103363},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34651386737823486},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.3364447355270386},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2279055416584015}],"concepts":[{"id":"https://openalex.org/C89785696","wikidata":"https://www.wikidata.org/wiki/Q2290753","display_name":"Theory of planned behavior","level":3,"score":0.6071453094482422},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5911616086959839},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.5162687301635742},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.5003769397735596},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.4931771159172058},{"id":"https://openalex.org/C2776505523","wikidata":"https://www.wikidata.org/wiki/Q4785468","display_name":"Plan (archaeology)","level":2,"score":0.468688040971756},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.41503292322158813},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36465713381767273},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.3487246036529541},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3484712541103363},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34651386737823486},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3364447355270386},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2279055416584015},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/00207543.2023.2271093","is_oa":false,"landing_page_url":"https://doi.org/10.1080/00207543.2023.2271093","pdf_url":null,"source":{"id":"https://openalex.org/S65690446","display_name":"International Journal of Production Research","issn_l":"0020-7543","issn":["0020-7543","1366-588X"],"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":"International Journal of Production Research","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:taf:tprsxx:v:62:y:2024:i:13:p:4696-4716","is_oa":false,"landing_page_url":"http://hdl.handle.net/10.1080/00207543.2023.2271093","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":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/14","display_name":"Life below water","score":0.6100000143051147}],"awards":[],"funders":[{"id":"https://openalex.org/F4320323173","display_name":"Central China Normal University","ror":"https://ror.org/03x1jna21"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":85,"referenced_works":["https://openalex.org/W43147580","https://openalex.org/W1560729591","https://openalex.org/W1892122917","https://openalex.org/W1913650786","https://openalex.org/W1967390742","https://openalex.org/W1974013231","https://openalex.org/W1986610445","https://openalex.org/W2006121082","https://openalex.org/W2041480675","https://openalex.org/W2046993016","https://openalex.org/W2052445251","https://openalex.org/W2054529247","https://openalex.org/W2060960513","https://openalex.org/W2066696790","https://openalex.org/W2067627945","https://openalex.org/W2072063551","https://openalex.org/W2075528760","https://openalex.org/W2079236679","https://openalex.org/W2088135512","https://openalex.org/W2096065776","https://openalex.org/W2099697766","https://openalex.org/W2100379340","https://openalex.org/W2128088446","https://openalex.org/W2128569883","https://openalex.org/W2140785063","https://openalex.org/W2143075689","https://openalex.org/W2179771196","https://openalex.org/W2190990375","https://openalex.org/W2212848973","https://openalex.org/W2299859864","https://openalex.org/W2324780969","https://openalex.org/W2467209159","https://openalex.org/W2569432169","https://openalex.org/W2574093387","https://openalex.org/W2580773836","https://openalex.org/W2595280988","https://openalex.org/W2604984049","https://openalex.org/W2606788990","https://openalex.org/W2607470893","https://openalex.org/W2618357127","https://openalex.org/W2744704348","https://openalex.org/W2778574817","https://openalex.org/W2795225254","https://openalex.org/W2883961236","https://openalex.org/W2889098789","https://openalex.org/W2891628302","https://openalex.org/W2892928733","https://openalex.org/W2898210939","https://openalex.org/W2901948221","https://openalex.org/W2904089914","https://openalex.org/W2909324897","https://openalex.org/W2921886909","https://openalex.org/W2927135077","https://openalex.org/W2934788587","https://openalex.org/W2949081610","https://openalex.org/W2950457680","https://openalex.org/W2950779797","https://openalex.org/W2963126726","https://openalex.org/W2964129930","https://openalex.org/W2965563166","https://openalex.org/W2979714974","https://openalex.org/W2987014272","https://openalex.org/W3034582256","https://openalex.org/W3049427170","https://openalex.org/W3079713928","https://openalex.org/W3081564147","https://openalex.org/W3082203814","https://openalex.org/W3102100346","https://openalex.org/W3107979244","https://openalex.org/W3119956380","https://openalex.org/W3121751697","https://openalex.org/W3134826173","https://openalex.org/W3155174178","https://openalex.org/W3164731060","https://openalex.org/W3177323237","https://openalex.org/W3192667137","https://openalex.org/W3197863306","https://openalex.org/W4206448857","https://openalex.org/W4211160265","https://openalex.org/W4232344051","https://openalex.org/W4236354166","https://openalex.org/W4250337847","https://openalex.org/W4283699319","https://openalex.org/W6633724138","https://openalex.org/W6648982606"],"related_works":["https://openalex.org/W3021563500","https://openalex.org/W2481089422","https://openalex.org/W4237591271","https://openalex.org/W2948184250","https://openalex.org/W2756448793","https://openalex.org/W4321373331","https://openalex.org/W2890271786","https://openalex.org/W4281614306","https://openalex.org/W4293083150","https://openalex.org/W3161876449"],"abstract_inverted_index":{"Many":[0],"theoretical":[1],"methods":[2],"have":[3],"been":[4],"applied":[5],"to":[6,74,130,147],"research":[7,26,44,63,165,173],"user":[8,71],"behaviour":[9,47,54,72,149],"and":[10,27,56,98,125,166,175],"requirements.":[11],"However,":[12],"the":[13,21,29,43,68,79,84,87,90,93,96,100,103,114,118,161,164,169,172,176],"uncertainty":[14,91],"associated":[15],"with":[16,83,141],"customer":[17,25,46,62],"characteristics":[18,143],"often":[19],"biases":[20],"conclusions":[22],"drawn":[23],"from":[24,67],"affects":[28],"effectiveness":[30],"of":[31,52,70,92,134,163,171,178],"product":[32],"design.":[33],"In":[34,138],"this":[35],"paper,":[36],"Bayesian":[37],"networks":[38],"(BN)":[39],"are":[40,144],"introduced":[41],"into":[42],"on":[45],"analysis":[48,58],"based":[49,159],"upon":[50,160],"theory":[51],"planned":[53],"(TPB),":[55],"an":[57],"model":[59,88],"driven":[60],"by":[61],"data":[64],"is":[65],"established":[66],"perspective":[69],"intention":[73],"guide":[75],"design":[76,156],"optimisation.":[77],"Combining":[78],"User":[80],"background":[81],"Factor":[82],"TPB":[85],"Factor,":[86],"analyses":[89],"association":[94],"between":[95],"two,":[97],"corrects":[99],"errors":[101],"in":[102],"designer's":[104],"prior":[105],"knowledge":[106],"through":[107],"structural":[108],"learning.":[109],"By":[110],"a":[111,131,155],"case":[112],"study":[113],"paper":[115,152],"finds":[116],"that":[117,120],"evaluations":[119],"enhance":[121],"customers\u2019":[122],"subjective":[123],"norms":[124],"perceived":[126],"behavioural":[127],"control":[128],"lead":[129],"greater":[132],"probability":[133],"purchase":[135],"or":[136],"use.":[137],"addition,":[139],"customers":[140],"specific":[142],"more":[145],"inclined":[146],"generate":[148],"intention.":[150],"The":[151],"finally":[153],"provides":[154],"optimisation":[157],"plan":[158],"result":[162],"discusses":[167],"about":[168],"advantages":[170],"approaches":[174],"directions":[177],"future":[179],"researches.":[180]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-14T06:11:07.267592","created_date":"2025-10-10T00:00:00"}
