{"id":"https://openalex.org/W4366245315","doi":"https://doi.org/10.1115/1.4062350","title":"Applying Latent Dirichlet Allocation and Support Vector Regression to the Aesthetic Design of Medical Nursing Beds","display_name":"Applying Latent Dirichlet Allocation and Support Vector Regression to the Aesthetic Design of Medical Nursing Beds","publication_year":2023,"publication_date":"2023-04-19","ids":{"openalex":"https://openalex.org/W4366245315","doi":"https://doi.org/10.1115/1.4062350"},"language":"en","primary_location":{"id":"doi:10.1115/1.4062350","is_oa":false,"landing_page_url":"https://doi.org/10.1115/1.4062350","pdf_url":null,"source":{"id":"https://openalex.org/S173178594","display_name":"Journal of Computing and Information Science in Engineering","issn_l":"1530-9827","issn":["1530-9827","1944-7078"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316053","host_organization_name":"ASM International","host_organization_lineage":["https://openalex.org/P4310316053"],"host_organization_lineage_names":["ASM International"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing and Information Science in Engineering","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/A5076395740","display_name":"Bingkun Yuan","orcid":"https://orcid.org/0000-0001-8228-4171"},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Bingkun Yuan","raw_affiliation_strings":["East China University of Science and Technology School of Art Design and Media, , 130 Meilong Road, Xuhui District, Shanghai 200237 , China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"East China University of Science and Technology School of Art Design and Media, , 130 Meilong Road, Xuhui District, Shanghai 200237 , China","institution_ids":["https://openalex.org/I143593769"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007659479","display_name":"Junnan Ye","orcid":"https://orcid.org/0000-0003-3946-6310"},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junnan Ye","raw_affiliation_strings":["East China University of Science and Technology School of Art Design and Media, , 130 Meilong Road, Xuhui District, Shanghai 200237 , China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"East China University of Science and Technology School of Art Design and Media, , 130 Meilong Road, Xuhui District, Shanghai 200237 , China","institution_ids":["https://openalex.org/I143593769"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101198448","display_name":"Xinying Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinying Wu","raw_affiliation_strings":["East China University of Science and Technology School of Art Design and Media, , 130 Meilong Road, Xuhui District, Shanghai 200237 , China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"East China University of Science and Technology School of Art Design and Media, , 130 Meilong Road, Xuhui District, Shanghai 200237 , China","institution_ids":["https://openalex.org/I143593769"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035113121","display_name":"Chaoxiang Yang","orcid":"https://orcid.org/0000-0002-8205-9043"},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chaoxiang Yang","raw_affiliation_strings":["East China University of Science and Technology School of Art Design and Media, , 130 Meilong Road, Xuhui District, Shanghai 200237 , China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"East China University of Science and Technology School of Art Design and Media, , 130 Meilong Road, Xuhui District, Shanghai 200237 , China","institution_ids":["https://openalex.org/I143593769"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5076395740"],"corresponding_institution_ids":["https://openalex.org/I143593769"],"apc_list":null,"apc_paid":null,"fwci":7.6168,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.97627947,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"23","issue":"5","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12496","display_name":"Color perception and design","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T12496","display_name":"Color perception and design","score":0.9995999932289124,"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/T11666","display_name":"Color Science and Applications","score":0.9571999907493591,"subfield":{"id":"https://openalex.org/subfields/3107","display_name":"Atomic and Molecular Physics, and Optics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/latent-dirichlet-allocation","display_name":"Latent Dirichlet allocation","score":0.8274223208427429},{"id":"https://openalex.org/keywords/kansei-engineering","display_name":"Kansei engineering","score":0.6980802416801453},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5337052941322327},{"id":"https://openalex.org/keywords/kansei","display_name":"Kansei","score":0.515593945980072},{"id":"https://openalex.org/keywords/blueprint","display_name":"Blueprint","score":0.4444792866706848},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.4394485056400299},{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.41869738698005676},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.33094656467437744},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32419317960739136},{"id":"https://openalex.org/keywords/topic-model","display_name":"Topic model","score":0.23455524444580078},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.20412614941596985},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.19856420159339905},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.12812462449073792}],"concepts":[{"id":"https://openalex.org/C500882744","wikidata":"https://www.wikidata.org/wiki/Q269236","display_name":"Latent Dirichlet allocation","level":3,"score":0.8274223208427429},{"id":"https://openalex.org/C2780562538","wikidata":"https://www.wikidata.org/wiki/Q1075418","display_name":"Kansei engineering","level":2,"score":0.6980802416801453},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5337052941322327},{"id":"https://openalex.org/C2781297728","wikidata":"https://www.wikidata.org/wiki/Q1195131","display_name":"Kansei","level":2,"score":0.515593945980072},{"id":"https://openalex.org/C155911762","wikidata":"https://www.wikidata.org/wiki/Q422321","display_name":"Blueprint","level":2,"score":0.4444792866706848},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.4394485056400299},{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.41869738698005676},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.33094656467437744},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32419317960739136},{"id":"https://openalex.org/C171686336","wikidata":"https://www.wikidata.org/wiki/Q3532085","display_name":"Topic model","level":2,"score":0.23455524444580078},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.20412614941596985},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.19856420159339905},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.12812462449073792},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1115/1.4062350","is_oa":false,"landing_page_url":"https://doi.org/10.1115/1.4062350","pdf_url":null,"source":{"id":"https://openalex.org/S173178594","display_name":"Journal of Computing and Information Science in Engineering","issn_l":"1530-9827","issn":["1530-9827","1944-7078"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316053","host_organization_name":"ASM International","host_organization_lineage":["https://openalex.org/P4310316053"],"host_organization_lineage_names":["ASM International"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing and Information Science in Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/1","display_name":"No poverty","score":0.6200000047683716}],"awards":[{"id":"https://openalex.org/G7128247410","display_name":null,"funder_award_id":"JKZ01212202","funder_id":"https://openalex.org/F4320334997","funder_display_name":"Chinese Universities Scientific Fund"},{"id":"https://openalex.org/G8559517332","display_name":null,"funder_award_id":"2020PJC025","funder_id":"https://openalex.org/F4320321885","funder_display_name":"Science and Technology Commission of Shanghai Municipality"}],"funders":[{"id":"https://openalex.org/F4320321885","display_name":"Science and Technology Commission of Shanghai Municipality","ror":"https://ror.org/03kt66j61"},{"id":"https://openalex.org/F4320334997","display_name":"Chinese Universities Scientific Fund","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W955265301","https://openalex.org/W1197227135","https://openalex.org/W1965620617","https://openalex.org/W1968104998","https://openalex.org/W1970693480","https://openalex.org/W1975383753","https://openalex.org/W1981251392","https://openalex.org/W2000224750","https://openalex.org/W2004099041","https://openalex.org/W2030918129","https://openalex.org/W2036913038","https://openalex.org/W2045261628","https://openalex.org/W2131314315","https://openalex.org/W2139212933","https://openalex.org/W2143040521","https://openalex.org/W2143451122","https://openalex.org/W2304365139","https://openalex.org/W2469759218","https://openalex.org/W2563684792","https://openalex.org/W2602150565","https://openalex.org/W2768815928","https://openalex.org/W2792247260","https://openalex.org/W2888732444","https://openalex.org/W2891628302","https://openalex.org/W2905169772","https://openalex.org/W2910278415","https://openalex.org/W2915385321","https://openalex.org/W2946307829","https://openalex.org/W2946413841","https://openalex.org/W2952403486","https://openalex.org/W2986388376","https://openalex.org/W3036790210","https://openalex.org/W3113869614","https://openalex.org/W3131205660","https://openalex.org/W3154240203","https://openalex.org/W3189312833","https://openalex.org/W3216890370","https://openalex.org/W4205123573","https://openalex.org/W4210484059","https://openalex.org/W4237791300","https://openalex.org/W4243241845","https://openalex.org/W4283397789","https://openalex.org/W6627796817","https://openalex.org/W6764701188"],"related_works":["https://openalex.org/W2116856683","https://openalex.org/W3142119585","https://openalex.org/W3049749920","https://openalex.org/W85121261","https://openalex.org/W2384079243","https://openalex.org/W2079652643","https://openalex.org/W637678725","https://openalex.org/W2066057900","https://openalex.org/W2354926678","https://openalex.org/W2148862779"],"abstract_inverted_index":{"Abstract":[0],"With":[1],"the":[2,8,18,22,34,47,51,63,75,92,120,128,154,169,195,220,228,233],"development":[3],"of":[4,21,24,33,38,50,78,95,122,158,181,212,222,232,238],"social":[5],"productivity":[6],"and":[7,70,91,153,168,215,218,230],"improvement":[9],"in":[10,199,210,236],"material":[11],"living":[12],"standards,":[13],"emotional":[14,48,208],"value":[15],"has":[16],"become":[17],"core":[19,155],"driver":[20],"enhancement":[23],"product":[25],"market":[26],"competitiveness.":[27],"A":[28],"medical":[29,39,79,96,135,185,224],"nursing":[30,80,97,136,159,186,225],"bed,":[31],"one":[32],"most":[35],"typical":[36],"types":[37],"devices,":[40],"is":[41,108,161,173,188],"designed":[42],"with":[43,140],"little":[44],"attention":[45],"to":[46,99,110],"experience":[49],"users.":[52],"Therefore,":[53],"this":[54,200],"paper":[55,201],"proposes":[56],"an":[57],"innovative":[58],"perceptual":[59,89,151],"design":[60,77,93,129,156,171,182,196,214,221],"approach":[61],"under":[62],"Kansei":[64,113],"engineering":[65],"(KE)":[66],"framework":[67],"for":[68,119,184],"resource-limited":[69],"information-poor":[71],"companies.":[72],"It":[73],"guides":[74],"aesthetic":[76,213,239],"beds":[81,98,160,187],"by":[82,175],"constructing":[83],"a":[84,134,146],"mapping":[85,147],"relationship":[86],"between":[87,149],"users\u2019":[88,101,150,207],"needs":[90,152],"characteristics":[94,130,157,183],"maximize":[100],"emotions.":[102],"First,":[103],"latent":[104],"Dirichlet":[105],"allocation":[106],"(LDA)":[107],"used":[109],"extract":[111],"usable":[112],"semantics":[114],"from":[115],"big":[116],"data,":[117],"compensating":[118],"subjectivity":[121],"traditional":[123],"KE":[124],"data":[125],"input.":[126],"Then,":[127],"obtained":[131,174],"after":[132],"deconstructing":[133],"bed":[137],"are":[138],"simplified":[139],"rough":[141],"set":[142],"theory":[143],"(RST).":[144],"Finally,":[145],"model":[148],"established":[162],"through":[163],"support":[164],"vector":[165],"regression":[166],"(SVR),":[167],"optimal":[170,179],"solution":[172],"weighting":[176],"calculation.":[177],"The":[178,191],"combination":[180],"finally":[189],"obtained.":[190],"results":[192],"suggest":[193],"that":[194],"method":[197,235],"proposed":[198,234],"can":[202],"help":[203],"designers":[204],"accurately":[205],"grasp":[206],"perceptions":[209],"terms":[211,237],"scientifically":[216],"guide":[217],"complete":[219],"new":[223],"beds,":[226],"verifying":[227],"feasibility":[229],"scientificity":[231],"design.":[240]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":3}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}