{"id":"https://openalex.org/W3134973203","doi":"https://doi.org/10.1007/s10055-021-00506-5","title":"Automatic detection and classification of emotional states in virtual reality and standard environments (LCD): comparing valence and arousal of induced emotions","display_name":"Automatic detection and classification of emotional states in virtual reality and standard environments (LCD): comparing valence and arousal of induced emotions","publication_year":2021,"publication_date":"2021-03-09","ids":{"openalex":"https://openalex.org/W3134973203","doi":"https://doi.org/10.1007/s10055-021-00506-5","mag":"3134973203"},"language":"en","primary_location":{"id":"doi:10.1007/s10055-021-00506-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10055-021-00506-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10055-021-00506-5.pdf","source":{"id":"https://openalex.org/S2495878607","display_name":"Virtual Reality","issn_l":"1359-4338","issn":["1359-4338","1434-9957"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Virtual Reality","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10055-021-00506-5.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078982914","display_name":"Martin Magdin","orcid":"https://orcid.org/0000-0002-2331-9247"},"institutions":[{"id":"https://openalex.org/I306340464","display_name":"Constantine the Philosopher University in Nitra","ror":"https://ror.org/038dnay05","country_code":"SK","type":"education","lineage":["https://openalex.org/I306340464"]}],"countries":["SK"],"is_corresponding":true,"raw_author_name":"Martin Magdin","raw_affiliation_strings":["Department of Informatics, Faculty of Natural Sciences, Constantine the Philosopher University in Nitra, Tr. A. Hlinku 1, 949 74, Nitra, Slovakia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Informatics, Faculty of Natural Sciences, Constantine the Philosopher University in Nitra, Tr. A. Hlinku 1, 949 74, Nitra, Slovakia","institution_ids":["https://openalex.org/I306340464"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063994754","display_name":"Zolt\u00e1n Balogh","orcid":"https://orcid.org/0000-0002-8900-0693"},"institutions":[{"id":"https://openalex.org/I306340464","display_name":"Constantine the Philosopher University in Nitra","ror":"https://ror.org/038dnay05","country_code":"SK","type":"education","lineage":["https://openalex.org/I306340464"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Zolt\u00e1n Balogh","raw_affiliation_strings":["Department of Informatics, Faculty of Natural Sciences, Constantine the Philosopher University in Nitra, Tr. A. Hlinku 1, 949 74, Nitra, Slovakia"],"raw_orcid":"https://orcid.org/0000-0002-8900-0693","affiliations":[{"raw_affiliation_string":"Department of Informatics, Faculty of Natural Sciences, Constantine the Philosopher University in Nitra, Tr. A. Hlinku 1, 949 74, Nitra, Slovakia","institution_ids":["https://openalex.org/I306340464"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070089198","display_name":"Jaroslav Reichel","orcid":"https://orcid.org/0000-0003-3482-8108"},"institutions":[{"id":"https://openalex.org/I306340464","display_name":"Constantine the Philosopher University in Nitra","ror":"https://ror.org/038dnay05","country_code":"SK","type":"education","lineage":["https://openalex.org/I306340464"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Jaroslav Reichel","raw_affiliation_strings":["Department of Informatics, Faculty of Natural Sciences, Constantine the Philosopher University in Nitra, Tr. A. Hlinku 1, 949 74, Nitra, Slovakia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Informatics, Faculty of Natural Sciences, Constantine the Philosopher University in Nitra, Tr. A. Hlinku 1, 949 74, Nitra, Slovakia","institution_ids":["https://openalex.org/I306340464"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065024400","display_name":"Jan Francisti","orcid":"https://orcid.org/0000-0002-0601-2753"},"institutions":[{"id":"https://openalex.org/I306340464","display_name":"Constantine the Philosopher University in Nitra","ror":"https://ror.org/038dnay05","country_code":"SK","type":"education","lineage":["https://openalex.org/I306340464"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Jan Francisti","raw_affiliation_strings":["Department of Informatics, Faculty of Natural Sciences, Constantine the Philosopher University in Nitra, Tr. A. Hlinku 1, 949 74, Nitra, Slovakia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Informatics, Faculty of Natural Sciences, Constantine the Philosopher University in Nitra, Tr. A. Hlinku 1, 949 74, Nitra, Slovakia","institution_ids":["https://openalex.org/I306340464"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068637544","display_name":"\u0160tefan Koprda","orcid":"https://orcid.org/0000-0002-4176-1805"},"institutions":[{"id":"https://openalex.org/I306340464","display_name":"Constantine the Philosopher University in Nitra","ror":"https://ror.org/038dnay05","country_code":"SK","type":"education","lineage":["https://openalex.org/I306340464"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"\u0160tefan Koprda","raw_affiliation_strings":["Department of Informatics, Faculty of Natural Sciences, Constantine the Philosopher University in Nitra, Tr. A. Hlinku 1, 949 74, Nitra, Slovakia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Informatics, Faculty of Natural Sciences, Constantine the Philosopher University in Nitra, Tr. A. Hlinku 1, 949 74, Nitra, Slovakia","institution_ids":["https://openalex.org/I306340464"]}]},{"author_position":"last","author":{"id":null,"display_name":"Moln\u00e1r Gy\u00f6rgy","orcid":null},"institutions":[{"id":"https://openalex.org/I29770179","display_name":"Budapest University of Technology and Economics","ror":"https://ror.org/02w42ss30","country_code":"HU","type":"education","lineage":["https://openalex.org/I29770179"]}],"countries":["HU"],"is_corresponding":false,"raw_author_name":"Moln\u00e1r Gy\u00f6rgy","raw_affiliation_strings":["Department of Technical Education, Budapest University of Technology and Economics, Budapest, Hungary"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Technical Education, Budapest University of Technology and Economics, Budapest, Hungary","institution_ids":["https://openalex.org/I29770179"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5078982914"],"corresponding_institution_ids":["https://openalex.org/I306340464"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":{"value":2290,"currency":"EUR","value_usd":2890},"fwci":6.1689,"has_fulltext":true,"cited_by_count":41,"citation_normalized_percentile":{"value":0.96530655,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"25","issue":"4","first_page":"1029","last_page":"1041"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12496","display_name":"Color perception and design","score":0.9929999709129333,"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":0.9929999709129333,"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/T10667","display_name":"Emotion and Mood Recognition","score":0.9817000031471252,"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/T11165","display_name":"Image and Video Quality Assessment","score":0.9674000144004822,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/valence","display_name":"Valence (chemistry)","score":0.8471410274505615},{"id":"https://openalex.org/keywords/arousal","display_name":"Arousal","score":0.7368270754814148},{"id":"https://openalex.org/keywords/anger","display_name":"Anger","score":0.6561140418052673},{"id":"https://openalex.org/keywords/virtual-reality","display_name":"Virtual reality","score":0.6289668679237366},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.48892727494239807},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4886970818042755},{"id":"https://openalex.org/keywords/negative-emotion","display_name":"Negative emotion","score":0.4849405586719513},{"id":"https://openalex.org/keywords/international-affective-picture-system","display_name":"International Affective Picture System","score":0.48037558794021606},{"id":"https://openalex.org/keywords/emotional-valence","display_name":"Emotional valence","score":0.47965481877326965},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.29958444833755493},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.24942618608474731},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24765533208847046},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.1286233365535736}],"concepts":[{"id":"https://openalex.org/C168900304","wikidata":"https://www.wikidata.org/wiki/Q171407","display_name":"Valence (chemistry)","level":2,"score":0.8471410274505615},{"id":"https://openalex.org/C36951298","wikidata":"https://www.wikidata.org/wiki/Q379784","display_name":"Arousal","level":2,"score":0.7368270754814148},{"id":"https://openalex.org/C2779302386","wikidata":"https://www.wikidata.org/wiki/Q79871","display_name":"Anger","level":2,"score":0.6561140418052673},{"id":"https://openalex.org/C194969405","wikidata":"https://www.wikidata.org/wiki/Q170519","display_name":"Virtual reality","level":2,"score":0.6289668679237366},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.48892727494239807},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4886970818042755},{"id":"https://openalex.org/C3020014160","wikidata":"https://www.wikidata.org/wiki/Q6987190","display_name":"Negative emotion","level":2,"score":0.4849405586719513},{"id":"https://openalex.org/C2779125066","wikidata":"https://www.wikidata.org/wiki/Q2654001","display_name":"International Affective Picture System","level":3,"score":0.48037558794021606},{"id":"https://openalex.org/C3020774634","wikidata":"https://www.wikidata.org/wiki/Q3113318","display_name":"Emotional valence","level":3,"score":0.47965481877326965},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.29958444833755493},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.24942618608474731},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24765533208847046},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.1286233365535736},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","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:10.1007/s10055-021-00506-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10055-021-00506-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10055-021-00506-5.pdf","source":{"id":"https://openalex.org/S2495878607","display_name":"Virtual Reality","issn_l":"1359-4338","issn":["1359-4338","1434-9957"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Virtual Reality","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10055-021-00506-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10055-021-00506-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10055-021-00506-5.pdf","source":{"id":"https://openalex.org/S2495878607","display_name":"Virtual Reality","issn_l":"1359-4338","issn":["1359-4338","1434-9957"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Virtual Reality","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2839526293","display_name":null,"funder_award_id":"KEGA 036UKF-4/2019","funder_id":"https://openalex.org/F4320334845","funder_display_name":"Agent\u00fara Ministerstva \u0160kolstva, Vedy, V\u00fdskumu a \u0160portu SR"},{"id":"https://openalex.org/G3246245241","display_name":null,"funder_award_id":"036UKF-4/2019","funder_id":"https://openalex.org/F4320323640","funder_display_name":"Kult\u00farna a Edukacn\u00e1 Grantov\u00e1 Agent\u00fara M\u0160VVa\u0160 SR"},{"id":"https://openalex.org/G3949998430","display_name":null,"funder_award_id":"KEGA 036UKF-4/2019","funder_id":"https://openalex.org/F4320323640","funder_display_name":"Kult\u00farna a Edukacn\u00e1 Grantov\u00e1 Agent\u00fara M\u0160VVa\u0160 SR"}],"funders":[{"id":"https://openalex.org/F4320323640","display_name":"Kult\u00farna a Edukacn\u00e1 Grantov\u00e1 Agent\u00fara M\u0160VVa\u0160 SR","ror":"https://ror.org/044gwpv05"},{"id":"https://openalex.org/F4320334845","display_name":"Agent\u00fara Ministerstva \u0160kolstva, Vedy, V\u00fdskumu a \u0160portu SR","ror":"https://ror.org/044gwpv05"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3134973203.pdf","grobid_xml":"https://content.openalex.org/works/W3134973203.grobid-xml"},"referenced_works_count":67,"referenced_works":["https://openalex.org/W233418418","https://openalex.org/W1535340835","https://openalex.org/W1588539311","https://openalex.org/W1595461429","https://openalex.org/W1966051761","https://openalex.org/W1973976002","https://openalex.org/W1992377643","https://openalex.org/W1999937463","https://openalex.org/W2006073045","https://openalex.org/W2040378199","https://openalex.org/W2048132727","https://openalex.org/W2049681308","https://openalex.org/W2058082215","https://openalex.org/W2066064791","https://openalex.org/W2075163067","https://openalex.org/W2076408142","https://openalex.org/W2088511157","https://openalex.org/W2098673521","https://openalex.org/W2102998034","https://openalex.org/W2159294679","https://openalex.org/W2167557160","https://openalex.org/W2170485438","https://openalex.org/W2184481998","https://openalex.org/W2305748354","https://openalex.org/W2345729520","https://openalex.org/W2572324811","https://openalex.org/W2584561145","https://openalex.org/W2802675273","https://openalex.org/W2808355974","https://openalex.org/W2885481778","https://openalex.org/W2886443583","https://openalex.org/W2890679134","https://openalex.org/W2900303671","https://openalex.org/W2901594773","https://openalex.org/W2903472678","https://openalex.org/W2910040520","https://openalex.org/W2913127908","https://openalex.org/W2914312541","https://openalex.org/W2944667909","https://openalex.org/W2945811880","https://openalex.org/W2950530778","https://openalex.org/W2950642133","https://openalex.org/W2952069819","https://openalex.org/W2952371427","https://openalex.org/W2954284649","https://openalex.org/W2959012313","https://openalex.org/W2965636594","https://openalex.org/W2966353633","https://openalex.org/W2970405962","https://openalex.org/W2972701585","https://openalex.org/W2974743569","https://openalex.org/W2985878620","https://openalex.org/W2990900582","https://openalex.org/W2993793549","https://openalex.org/W2998525833","https://openalex.org/W2999516459","https://openalex.org/W3001476626","https://openalex.org/W3003908700","https://openalex.org/W3004735003","https://openalex.org/W3005435511","https://openalex.org/W3008604073","https://openalex.org/W3020398326","https://openalex.org/W3030493510","https://openalex.org/W3088219105","https://openalex.org/W4245992297","https://openalex.org/W4256535127","https://openalex.org/W6635087628"],"related_works":["https://openalex.org/W2018138256","https://openalex.org/W1989367168","https://openalex.org/W2950363209","https://openalex.org/W1971018415","https://openalex.org/W2326294039","https://openalex.org/W2087245461","https://openalex.org/W2900257573","https://openalex.org/W2796423530","https://openalex.org/W4388989639","https://openalex.org/W2339324905"],"abstract_inverted_index":{"Abstract":[0],"The":[1,18,59,76,101,122,156],"following":[2],"case":[3],"study":[4],"was":[5,53,62,82,104,174],"carried":[6],"out":[7],"on":[8,37,55],"a":[9,97,107,126,142,196],"sample":[10],"of":[11,20,71,78,200],"one":[12,15],"experimental":[13,22],"and":[14,41,67,80,89,109,133],"control":[16,48,102,123],"group.":[17],"participants":[19,151],"the":[21,25,29,47,50,56,138,163],"group":[23,95,103,124],"watched":[24],"movie":[26,51,60,164],"section":[27,52,61,165],"from":[28,114,158],"standardized":[30],"LATEMO-E":[31],"database":[32],"via":[33],"virtual":[34,184],"reality":[35,185],"(VR)":[36],"Oculus":[38],"Rift":[39],"S":[40],"HTC":[42],"Vive":[43],"Pro":[44],"devices.":[45],"In":[46],"group,":[49],"displayed":[54],"LCD":[57],"monitor.":[58],"categorized":[63],"according":[64],"to":[65,118,168,186],"Ekman's":[66],"Russell's":[68],"classification":[69],"model":[70],"evoking":[72],"an":[73],"emotional":[74],"state.":[75],"range":[77],"valence":[79,120],"arousal":[81,90],"determined":[83],"in":[84,93,116],"both":[85,159],"observed":[86],"groups.":[87],"Valence":[88],"were":[91],"measured":[92],"each":[94],"using":[96],"Self-Assessment":[98],"Manikin":[99],"(SAM).":[100],"captured":[105],"by":[106,111],"camera":[108],"evaluated":[110,152],"Affdex":[112,134,139],"software":[113],"Affectiva":[115],"order":[117],"compare":[119],"values.":[121],"showed":[125],"very":[127],"high":[128],"correlation":[129],"(0.92)":[130],"between":[131],"SAM":[132,150],"results.":[135],"Having":[136],"considered":[137],"results":[140,157],"as":[141],"reference":[143],"value,":[144],"it":[145],"can":[146],"be":[147],"concluded":[148],"that":[149,162,193],"their":[153],"emotions":[154],"objectively.":[155],"groups":[160],"show":[161],"is":[166],"supposed":[167],"evoke":[169,187],"negative":[170,188],"emotion.":[171,182],"Negative":[172],"emotion":[173,189,201],"perceived":[175],"more":[176],"intensely":[177],"than":[178,202],"its":[179],"counterpart,":[180],"positive":[181],"Using":[183],"(anger)":[190],"has":[191],"confirmed":[192],"VR":[194],"triggers":[195],"significantly":[197],"stronger":[198],"intensity":[199],"LCD.":[203]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
