{"id":"https://openalex.org/W4399146954","doi":"https://doi.org/10.1145/3659211.3659232","title":"Research on the Design of Color Emotional Preferences in Products for Children with Autism Spectrum Disorder Based on Physiological Measurements and Random Forests","display_name":"Research on the Design of Color Emotional Preferences in Products for Children with Autism Spectrum Disorder Based on Physiological Measurements and Random Forests","publication_year":2023,"publication_date":"2023-12-08","ids":{"openalex":"https://openalex.org/W4399146954","doi":"https://doi.org/10.1145/3659211.3659232"},"language":"en","primary_location":{"id":"doi:10.1145/3659211.3659232","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3659211.3659232","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2023 4th International Conference on Big Data Economy and Information Management","raw_type":"proceedings-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/A5072001517","display_name":"\u8c4a \u4f50\u8107","orcid":"https://orcid.org/0009-0001-5876-2572"},"institutions":[{"id":"https://openalex.org/I2799850029","display_name":"Dongguan University of Technology","ror":"https://ror.org/01m8p7q42","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799850029"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Li Xie","raw_affiliation_strings":["Dongguan University of Technology, China"],"affiliations":[{"raw_affiliation_string":"Dongguan University of Technology, China","institution_ids":["https://openalex.org/I2799850029"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111215353","display_name":"Fengshuo Shi","orcid":"https://orcid.org/0009-0001-8244-2499"},"institutions":[{"id":"https://openalex.org/I2799850029","display_name":"Dongguan University of Technology","ror":"https://ror.org/01m8p7q42","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799850029"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fengshuo Shi","raw_affiliation_strings":["Dongguan University of Technology, China"],"affiliations":[{"raw_affiliation_string":"Dongguan University of Technology, China","institution_ids":["https://openalex.org/I2799850029"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051002776","display_name":"Yuqing Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I2799850029","display_name":"Dongguan University of Technology","ror":"https://ror.org/01m8p7q42","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799850029"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuqing Wang","raw_affiliation_strings":["Dongguan University of Technology, China"],"affiliations":[{"raw_affiliation_string":"Dongguan University of Technology, China","institution_ids":["https://openalex.org/I2799850029"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050569962","display_name":"Shengzhou Li","orcid":"https://orcid.org/0009-0001-1306-5562"},"institutions":[{"id":"https://openalex.org/I2799850029","display_name":"Dongguan University of Technology","ror":"https://ror.org/01m8p7q42","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799850029"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengzhou Li","raw_affiliation_strings":["Dongguan University of Technology, China"],"affiliations":[{"raw_affiliation_string":"Dongguan University of Technology, China","institution_ids":["https://openalex.org/I2799850029"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101929306","display_name":"Xiaoguan Kang","orcid":"https://orcid.org/0009-0005-7869-6970"},"institutions":[{"id":"https://openalex.org/I2799850029","display_name":"Dongguan University of Technology","ror":"https://ror.org/01m8p7q42","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799850029"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoguan Kang","raw_affiliation_strings":["Dongguan University of Technology, China"],"affiliations":[{"raw_affiliation_string":"Dongguan University of Technology, China","institution_ids":["https://openalex.org/I2799850029"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5114170057","display_name":"Yanfen Deng","orcid":"https://orcid.org/0009-0000-5044-8821"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yanfen Deng","raw_affiliation_strings":["Dongguan Rehabilitation Experimental School, China"],"affiliations":[{"raw_affiliation_string":"Dongguan Rehabilitation Experimental School, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5072001517"],"corresponding_institution_ids":["https://openalex.org/I2799850029"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.29413777,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"114","last_page":"123"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12496","display_name":"Color perception and design","score":0.9950000047683716,"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":0.9950000047683716,"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/T12032","display_name":"Multisensory perception and integration","score":0.9671000242233276,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive 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/T10971","display_name":"Olfactory and Sensory Function Studies","score":0.90829998254776,"subfield":{"id":"https://openalex.org/subfields/2809","display_name":"Sensory Systems"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/autism-spectrum-disorder","display_name":"Autism spectrum disorder","score":0.8053328990936279},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.5898616909980774},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.5522515773773193},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.4933830797672272},{"id":"https://openalex.org/keywords/autism","display_name":"Autism","score":0.47047048807144165},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.46148744225502014},{"id":"https://openalex.org/keywords/dual-layer","display_name":"Dual layer","score":0.45092931389808655},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4279639720916748},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37538978457450867},{"id":"https://openalex.org/keywords/developmental-psychology","display_name":"Developmental psychology","score":0.22657179832458496},{"id":"https://openalex.org/keywords/layer","display_name":"Layer (electronics)","score":0.17133399844169617}],"concepts":[{"id":"https://openalex.org/C2778538070","wikidata":"https://www.wikidata.org/wiki/Q1436063","display_name":"Autism spectrum disorder","level":3,"score":0.8053328990936279},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.5898616909980774},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5522515773773193},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4933830797672272},{"id":"https://openalex.org/C205778803","wikidata":"https://www.wikidata.org/wiki/Q38404","display_name":"Autism","level":2,"score":0.47047048807144165},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.46148744225502014},{"id":"https://openalex.org/C2993148961","wikidata":"https://www.wikidata.org/wiki/Q5294","display_name":"Dual layer","level":3,"score":0.45092931389808655},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4279639720916748},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37538978457450867},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.22657179832458496},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.17133399844169617},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3659211.3659232","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3659211.3659232","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2023 4th International Conference on Big Data Economy and Information Management","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2007178835","https://openalex.org/W2020957587","https://openalex.org/W2278363467","https://openalex.org/W2503202548","https://openalex.org/W2901784223","https://openalex.org/W3039057627","https://openalex.org/W3122526759","https://openalex.org/W3167332943","https://openalex.org/W4200310737","https://openalex.org/W4220660816","https://openalex.org/W4229503723","https://openalex.org/W4311046878","https://openalex.org/W4385421616"],"related_works":["https://openalex.org/W4280602684","https://openalex.org/W4310092953","https://openalex.org/W4402326599","https://openalex.org/W2227393071","https://openalex.org/W1995350144","https://openalex.org/W2082102603","https://openalex.org/W2166141227","https://openalex.org/W3133980636","https://openalex.org/W4378085486","https://openalex.org/W4366602711"],"abstract_inverted_index":{"This":[0],"study":[1,69],"explores":[2],"whether":[3,73],"professionals":[4],"engaged":[5],"in":[6,47,82,93],"Autism":[7],"Spectrum":[8],"Disorder":[9],"(ASD)":[10],"rehabilitation":[11,62,140],"work":[12],"develop":[13],"similar":[14,78,145],"color":[15,32,66,83,116,143,156],"preferences":[16,29,144],"through":[17],"prolonged":[18],"interactions":[19],"with":[20,35,127],"ASD":[21,36,45,61,80,139,147],"children.":[22],"The":[23,68,123],"aim":[24],"is":[25],"to":[26,71,79,91,105,146],"utilize":[27],"these":[28],"for":[30,119],"conducting":[31],"emotion":[33,157],"research":[34],"children,":[37],"thereby":[38],"mitigating":[39],"challenges":[40],"and":[41,55,100,131],"limitations":[42],"posed":[43],"by":[44],"children":[46,81],"experiments.":[48],"Physiological":[49],"measurements,":[50],"including":[51],"Electrodermal":[52],"Activity":[53],"(EDA)":[54],"Electrocardiogram":[56],"(ECG),":[57],"were":[58,89],"obtained":[59],"from":[60],"teachers":[63,141],"during":[64],"specific":[65],"stimuli.":[67],"aimed":[70],"reveal":[72],"there":[74],"are":[75],"emotional":[76,120],"tendencies":[77],"emotions.":[84],"Industrial":[85],"design":[86],"undergraduate":[87],"students":[88],"invited":[90],"participate":[92],"the":[94,150,177],"evaluation,":[95],"utilizing":[96],"their":[97],"physiological":[98],"signals":[99,113],"a":[101,107,166,183],"random":[102,163],"forest":[103],"model":[104,124,160],"establish":[106],"dual-layer":[108],"correlation":[109],"structure":[110],"of":[111,169,186],"\"physiological":[112],"-":[114],"wearable":[115,172],"distance":[117],"perception\"":[118],"image":[121,158],"evaluation.":[122],"was":[125],"compared":[126],"GBDT,":[128],"Adaboost,":[129],"Xgboost,":[130],"RF":[132],"algorithm":[133],"models.":[134],"Experimental":[135],"results":[136],"indicate":[137],"(1)":[138],"exhibit":[142],"children;":[148],"(2)":[149],"dual-modal":[151],"(EDA":[152],"+":[153,179],"ECG)":[154],"product":[155],"evaluation":[159],"based":[161,175],"on":[162,176],"forests":[164],"achieves":[165],"prediction":[167],"accuracy":[168],"85.35%;":[170],"(3)":[171],"products":[173],"(bracelets)":[174],"yellow":[178],"green":[180],"combination":[181],"provide":[182],"deeper":[184],"sense":[185],"affinity.":[187]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
