{"id":"https://openalex.org/W2116209113","doi":"https://doi.org/10.1093/iwc/iwt039","title":"Emotion Prediction from Physiological Signals: A Comparison Study Between Visual and Auditory Elicitors","display_name":"Emotion Prediction from Physiological Signals: A Comparison Study Between Visual and Auditory Elicitors","publication_year":2013,"publication_date":"2013-08-01","ids":{"openalex":"https://openalex.org/W2116209113","doi":"https://doi.org/10.1093/iwc/iwt039","mag":"2116209113"},"language":"en","primary_location":{"id":"doi:10.1093/iwc/iwt039","is_oa":false,"landing_page_url":"https://doi.org/10.1093/iwc/iwt039","pdf_url":null,"source":{"id":"https://openalex.org/S23117883","display_name":"Interacting with Computers","issn_l":"0953-5438","issn":["0953-5438","1873-7951"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interacting with Computers","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/A5047702220","display_name":"Feng Zhou","orcid":"https://orcid.org/0000-0001-6123-073X"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]},{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG","US"],"is_corresponding":false,"raw_author_name":"F. Zhou","raw_affiliation_strings":["Center for Human Factors and Ergonomics, School of Mechanical and Aerospace Engineering, Nanyang Technological University, Blk N3, North Spine, Nanyang Avenue, Singapore 639798","The George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, GA, USA","2The George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, GA, USA","1Center for Human Factors and Ergonomics, School of Mechanical and Aerospace Engineering, Nanyang Technological University, Blk N3, North Spine, Nanyang Avenue, Singapore 639798"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Human Factors and Ergonomics, School of Mechanical and Aerospace Engineering, Nanyang Technological University, Blk N3, North Spine, Nanyang Avenue, Singapore 639798","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"The George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, GA, USA","institution_ids":["https://openalex.org/I130701444"]},{"raw_affiliation_string":"2The George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, GA, USA","institution_ids":["https://openalex.org/I130701444"]},{"raw_affiliation_string":"1Center for Human Factors and Ergonomics, School of Mechanical and Aerospace Engineering, Nanyang Technological University, Blk N3, North Spine, Nanyang Avenue, Singapore 639798","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068850333","display_name":"Xingda Qu","orcid":"https://orcid.org/0000-0003-1764-0357"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"X. Qu","raw_affiliation_strings":["Center for Human Factors and Ergonomics, School of Mechanical and Aerospace Engineering, Nanyang Technological University, Blk N3, North Spine, Nanyang Avenue, Singapore 639798","1Center for Human Factors and Ergonomics, School of Mechanical and Aerospace Engineering, Nanyang Technological University, Blk N3, North Spine, Nanyang Avenue, Singapore 639798"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Human Factors and Ergonomics, School of Mechanical and Aerospace Engineering, Nanyang Technological University, Blk N3, North Spine, Nanyang Avenue, Singapore 639798","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"1Center for Human Factors and Ergonomics, School of Mechanical and Aerospace Engineering, Nanyang Technological University, Blk N3, North Spine, Nanyang Avenue, Singapore 639798","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045633577","display_name":"Jianxin Jiao","orcid":"https://orcid.org/0000-0002-9832-7276"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"J. Jiao","raw_affiliation_strings":["The George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, GA, USA","2The George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, GA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, GA, USA","institution_ids":["https://openalex.org/I130701444"]},{"raw_affiliation_string":"2The George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, GA, USA","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020937922","display_name":"Martin G. Helander","orcid":null},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"M. G. Helander","raw_affiliation_strings":["Center for Human Factors and Ergonomics, School of Mechanical and Aerospace Engineering, Nanyang Technological University, Blk N3, North Spine, Nanyang Avenue, Singapore 639798","1Center for Human Factors and Ergonomics, School of Mechanical and Aerospace Engineering, Nanyang Technological University, Blk N3, North Spine, Nanyang Avenue, Singapore 639798"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Human Factors and Ergonomics, School of Mechanical and Aerospace Engineering, Nanyang Technological University, Blk N3, North Spine, Nanyang Avenue, Singapore 639798","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"1Center for Human Factors and Ergonomics, School of Mechanical and Aerospace Engineering, Nanyang Technological University, Blk N3, North Spine, Nanyang Avenue, Singapore 639798","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5068850333"],"corresponding_institution_ids":["https://openalex.org/I172675005"],"apc_list":{"value":2635,"currency":"GBP","value_usd":3232},"apc_paid":null,"fwci":3.1891,"has_fulltext":false,"cited_by_count":53,"citation_normalized_percentile":{"value":0.90949342,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"26","issue":"3","first_page":"285","last_page":"302"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9973999857902527,"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"}},"topics":[{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9973999857902527,"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/T12496","display_name":"Color perception and design","score":0.9962999820709229,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9498999714851379,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"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/stimulus","display_name":"Stimulus (psychology)","score":0.708747148513794},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.5005125999450684},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.47266921401023865},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.4585144519805908},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.39798274636268616},{"id":"https://openalex.org/keywords/audiology","display_name":"Audiology","score":0.38369452953338623},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3752543032169342},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.16065439581871033}],"concepts":[{"id":"https://openalex.org/C2779918689","wikidata":"https://www.wikidata.org/wiki/Q3771842","display_name":"Stimulus (psychology)","level":2,"score":0.708747148513794},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5005125999450684},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.47266921401023865},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.4585144519805908},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.39798274636268616},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.38369452953338623},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3752543032169342},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.16065439581871033},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1093/iwc/iwt039","is_oa":false,"landing_page_url":"https://doi.org/10.1093/iwc/iwt039","pdf_url":null,"source":{"id":"https://openalex.org/S23117883","display_name":"Interacting with Computers","issn_l":"0953-5438","issn":["0953-5438","1873-7951"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interacting with Computers","raw_type":"journal-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.847.8007","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.847.8007","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://iwc.oxfordjournals.org/content/26/3/285.full.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.7400000095367432,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":132,"referenced_works":["https://openalex.org/W62948680","https://openalex.org/W95821903","https://openalex.org/W173831608","https://openalex.org/W583583424","https://openalex.org/W1504835650","https://openalex.org/W1516053935","https://openalex.org/W1522206658","https://openalex.org/W1557533423","https://openalex.org/W1557923305","https://openalex.org/W1569307579","https://openalex.org/W1575201818","https://openalex.org/W1579936224","https://openalex.org/W1584951469","https://openalex.org/W1600243708","https://openalex.org/W1601314345","https://openalex.org/W1605423275","https://openalex.org/W1606626619","https://openalex.org/W1966379407","https://openalex.org/W1966797434","https://openalex.org/W1968188452","https://openalex.org/W1969905309","https://openalex.org/W1975911018","https://openalex.org/W1976921717","https://openalex.org/W1978246260","https://openalex.org/W1981712902","https://openalex.org/W1985226427","https://openalex.org/W1987970830","https://openalex.org/W1990087375","https://openalex.org/W1994325858","https://openalex.org/W1994701557","https://openalex.org/W1996109622","https://openalex.org/W1997913982","https://openalex.org/W2007896607","https://openalex.org/W2009989063","https://openalex.org/W2010916425","https://openalex.org/W2012820513","https://openalex.org/W2013823652","https://openalex.org/W2014127819","https://openalex.org/W2015046609","https://openalex.org/W2020787217","https://openalex.org/W2023597264","https://openalex.org/W2024221294","https://openalex.org/W2027151471","https://openalex.org/W2029065161","https://openalex.org/W2031669843","https://openalex.org/W2031828545","https://openalex.org/W2033000205","https://openalex.org/W2033635407","https://openalex.org/W2043180902","https://openalex.org/W2043982048","https://openalex.org/W2046993016","https://openalex.org/W2053504627","https://openalex.org/W2062299969","https://openalex.org/W2070098696","https://openalex.org/W2073067315","https://openalex.org/W2076914834","https://openalex.org/W2077225569","https://openalex.org/W2080898270","https://openalex.org/W2084397606","https://openalex.org/W2085374652","https://openalex.org/W2085652821","https://openalex.org/W2092060909","https://openalex.org/W2095753846","https://openalex.org/W2096473476","https://openalex.org/W2103223087","https://openalex.org/W2106822551","https://openalex.org/W2110603020","https://openalex.org/W2112167136","https://openalex.org/W2113840470","https://openalex.org/W2113866843","https://openalex.org/W2117645142","https://openalex.org/W2120911927","https://openalex.org/W2120945046","https://openalex.org/W2120949969","https://openalex.org/W2121530895","https://openalex.org/W2122369054","https://openalex.org/W2123080170","https://openalex.org/W2123919789","https://openalex.org/W2124399139","https://openalex.org/W2124955469","https://openalex.org/W2125462608","https://openalex.org/W2126385963","https://openalex.org/W2127429655","https://openalex.org/W2128521063","https://openalex.org/W2129381453","https://openalex.org/W2131274108","https://openalex.org/W2132006104","https://openalex.org/W2132680170","https://openalex.org/W2134031328","https://openalex.org/W2134262590","https://openalex.org/W2134963033","https://openalex.org/W2136119880","https://openalex.org/W2136623223","https://openalex.org/W2138042010","https://openalex.org/W2145710484","https://openalex.org/W2145769042","https://openalex.org/W2146355519","https://openalex.org/W2147324912","https://openalex.org/W2148346624","https://openalex.org/W2148674002","https://openalex.org/W2149186291","https://openalex.org/W2149217531","https://openalex.org/W2150375290","https://openalex.org/W2153134014","https://openalex.org/W2156358444","https://openalex.org/W2156503193","https://openalex.org/W2158390034","https://openalex.org/W2162137602","https://openalex.org/W2163914445","https://openalex.org/W2164368909","https://openalex.org/W2164693680","https://openalex.org/W2164699598","https://openalex.org/W2164985412","https://openalex.org/W2167712474","https://openalex.org/W2167885940","https://openalex.org/W2168028524","https://openalex.org/W2169173044","https://openalex.org/W2189930925","https://openalex.org/W2292946724","https://openalex.org/W2339343773","https://openalex.org/W2504757745","https://openalex.org/W2524920705","https://openalex.org/W2526318811","https://openalex.org/W3130867594","https://openalex.org/W3148499377","https://openalex.org/W3195761040","https://openalex.org/W4229959364","https://openalex.org/W4234232322","https://openalex.org/W4238242197","https://openalex.org/W4251036056","https://openalex.org/W4252105190","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2922348724","https://openalex.org/W200322357","https://openalex.org/W2130428257","https://openalex.org/W4308951944","https://openalex.org/W4312960290","https://openalex.org/W2057366091","https://openalex.org/W2049513647","https://openalex.org/W2988848585","https://openalex.org/W4233722919","https://openalex.org/W1997098178"],"abstract_inverted_index":{"Unlike":[0],"visual":[1,35,54,138],"stimuli,":[2],"little":[3],"attention":[4],"has":[5],"been":[6],"paid":[7],"to":[8,22,63,65,92,114],"auditory":[9,25,56,132,207],"stimuli":[10,26,36,57,133,139,208],"in":[11,51,70,140,143,209],"terms":[12,144],"of":[13,145,205,213],"emotion":[14,38,116,169],"prediction":[15,39,117,155,186,193],"with":[16],"physiological":[17,41,75,126,147],"signals.":[18],"This":[19,149],"paper":[20],"aimed":[21],"investigate":[23],"whether":[24],"can":[27],"be":[28],"used":[29],"as":[30,34,135,137],"an":[31],"effective":[32,136],"elicitor":[33],"for":[37,218],"using":[40],"channels.":[42],"For":[43],"this":[44],"purpose,":[45],"a":[46,71],"well-controlled":[47],"experiment":[48],"was":[49,150,195],"designed,":[50],"which":[52],"standardized":[53],"and":[55,61,83,103,176,216],"were":[58,86,90,112,134],"systematically":[59],"selected":[60],"presented":[62],"participants":[64,89],"induce":[66],"various":[67],"emotions":[68,142],"spontaneously":[69],"laboratory":[72],"setting.":[73],"Numerous":[74],"signals,":[76],"including":[77],"facial":[78],"electromyogram,":[79],"electroencephalography,":[80],"skin":[81],"conductivity":[82],"respiration":[84],"data,":[85],"recorded":[87],"when":[88],"exposed":[91],"the":[93,108,121,125,153,159,203,214],"stimulus":[94],"presentation.":[95],"Two":[96],"data":[97],"mining":[98],"methods,":[99],"namely":[100],"decision":[101],"rules":[102],"k-nearest":[104],"neighbor":[105],"based":[106,119],"on":[107,120],"rough":[109],"set":[110],"technique,":[111],"applied":[113],"construct":[115],"models":[118],"features":[122],"extracted":[123],"from":[124],"data.":[127],"Experimental":[128],"results":[129,189],"demonstrated":[130],"that":[131,191],"eliciting":[141],"systematic":[146],"reactivity.":[148],"evidenced":[151],"by":[152,158],"best":[154],"accuracy":[156,194],"quantified":[157],"F1":[160],"measure":[161],"(visual:":[162],"76.2%":[163],"vs.":[164,184],"auditory:":[165],"76.1%)":[166],"among":[167],"six":[168],"categories":[170],"(excited,":[171],"happy,":[172],"neutral,":[173],"sad,":[174],"fearful":[175],"disgusted).":[177],"Furthermore,":[178],"we":[179],"also":[180],"constructed":[181],"culture-specific":[182,200],"(Chinese":[183],"Indian)":[185],"models.":[187,201],"The":[188],"showed":[190],"model":[192],"not":[196],"significantly":[197],"different":[198],"between":[199],"Finally,":[202],"implications":[204],"affective":[206],"human\u2013computer":[210],"interaction,":[211],"limitations":[212],"study":[215],"suggestions":[217],"further":[219],"research":[220],"are":[221],"discussed.":[222]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":5},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":7},{"year":2014,"cited_by_count":1}],"updated_date":"2026-06-23T06:36:01.041984","created_date":"2025-10-10T00:00:00"}