{"id":"https://openalex.org/W2945895497","doi":"https://doi.org/10.1109/embc.2019.8857632","title":"Emotion Classification in Response to Tactile Enhanced Multimedia using Frequency Domain Features of Brain Signals","display_name":"Emotion Classification in Response to Tactile Enhanced Multimedia using Frequency Domain Features of Brain Signals","publication_year":2019,"publication_date":"2019-07-01","ids":{"openalex":"https://openalex.org/W2945895497","doi":"https://doi.org/10.1109/embc.2019.8857632","mag":"2945895497","pmid":"https://pubmed.ncbi.nlm.nih.gov/31946108"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2019.8857632","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2019.8857632","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1905.10423","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5002330970","display_name":"Aasim Raheel","orcid":"https://orcid.org/0000-0001-9995-8611"},"institutions":[{"id":"https://openalex.org/I173207729","display_name":"University of Engineering and Technology Taxila","ror":"https://ror.org/03v00ka07","country_code":"PK","type":"education","lineage":["https://openalex.org/I173207729"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"Aasim Raheel","raw_affiliation_strings":["Signal, Image, Multimedia Processing and LEarning (SIMPLE) Research Group, University of Engineering and Technology, Taxila, Pakistan","Signal, Image, Multimedia Processing and LEarning (SIMPLE) Research Group, University of Engineering and Technology, Taxila, 47050, Pakistan"],"affiliations":[{"raw_affiliation_string":"Signal, Image, Multimedia Processing and LEarning (SIMPLE) Research Group, University of Engineering and Technology, Taxila, Pakistan","institution_ids":["https://openalex.org/I173207729"]},{"raw_affiliation_string":"Signal, Image, Multimedia Processing and LEarning (SIMPLE) Research Group, University of Engineering and Technology, Taxila, 47050, Pakistan","institution_ids":["https://openalex.org/I173207729"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055883011","display_name":"Muhammad Majid","orcid":"https://orcid.org/0000-0003-0237-8114"},"institutions":[{"id":"https://openalex.org/I173207729","display_name":"University of Engineering and Technology Taxila","ror":"https://ror.org/03v00ka07","country_code":"PK","type":"education","lineage":["https://openalex.org/I173207729"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Majid","raw_affiliation_strings":["Signal, Image, Multimedia Processing and LEarning (SIMPLE) Research Group, University of Engineering and Technology, Taxila, Pakistan","Signal, Image, Multimedia Processing and LEarning (SIMPLE) Research Group, University of Engineering and Technology, Taxila, 47050, Pakistan"],"affiliations":[{"raw_affiliation_string":"Signal, Image, Multimedia Processing and LEarning (SIMPLE) Research Group, University of Engineering and Technology, Taxila, Pakistan","institution_ids":["https://openalex.org/I173207729"]},{"raw_affiliation_string":"Signal, Image, Multimedia Processing and LEarning (SIMPLE) Research Group, University of Engineering and Technology, Taxila, 47050, Pakistan","institution_ids":["https://openalex.org/I173207729"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073762312","display_name":"Syed Muhammad Anwar","orcid":null},"institutions":[{"id":"https://openalex.org/I106165777","display_name":"University of Central Florida","ror":"https://ror.org/036nfer12","country_code":"US","type":"education","lineage":["https://openalex.org/I106165777"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Syed Muhammad Anwar","raw_affiliation_strings":["Center for Research in Computer Vision (CRCV), University of Central Florida, Orlando, Florida, USA","University of central florida"],"affiliations":[{"raw_affiliation_string":"Center for Research in Computer Vision (CRCV), University of Central Florida, Orlando, Florida, USA","institution_ids":["https://openalex.org/I106165777"]},{"raw_affiliation_string":"University of central florida","institution_ids":["https://openalex.org/I106165777"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030188696","display_name":"Ula\u015f Ba\u011fc\u0131","orcid":"https://orcid.org/0000-0001-7379-6829"},"institutions":[{"id":"https://openalex.org/I106165777","display_name":"University of Central Florida","ror":"https://ror.org/036nfer12","country_code":"US","type":"education","lineage":["https://openalex.org/I106165777"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ulas Bagci","raw_affiliation_strings":["Center for Research in Computer Vision (CRCV), University of Central Florida, Orlando, Florida, USA","[Center for Research in Computer Vision (CRCV), University of Central Florida, Orlando, Florida, USA]"],"affiliations":[{"raw_affiliation_string":"Center for Research in Computer Vision (CRCV), University of Central Florida, Orlando, Florida, USA","institution_ids":["https://openalex.org/I106165777"]},{"raw_affiliation_string":"[Center for Research in Computer Vision (CRCV), University of Central Florida, Orlando, Florida, USA]","institution_ids":["https://openalex.org/I106165777"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5002330970"],"corresponding_institution_ids":["https://openalex.org/I173207729"],"apc_list":null,"apc_paid":null,"fwci":0.3712,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.58897311,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"2019","issue":null,"first_page":"1201","last_page":"1204"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998999834060669,"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"}},{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9983999729156494,"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"}},{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9951000213623047,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.7670521140098572},{"id":"https://openalex.org/keywords/synchronizing","display_name":"Synchronizing","score":0.7391707897186279},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7185469269752502},{"id":"https://openalex.org/keywords/frequency-domain","display_name":"Frequency domain","score":0.588685929775238},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.5161324739456177},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.481655478477478},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.4816533625125885},{"id":"https://openalex.org/keywords/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.46112555265426636},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4370342493057251},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3525293469429016},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.348531037569046},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.2574411630630493},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.16002142429351807},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.08164680004119873},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.07607027888298035}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7670521140098572},{"id":"https://openalex.org/C162932704","wikidata":"https://www.wikidata.org/wiki/Q1058791","display_name":"Synchronizing","level":3,"score":0.7391707897186279},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7185469269752502},{"id":"https://openalex.org/C19118579","wikidata":"https://www.wikidata.org/wiki/Q786423","display_name":"Frequency domain","level":2,"score":0.588685929775238},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.5161324739456177},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.481655478477478},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.4816533625125885},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.46112555265426636},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4370342493057251},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3525293469429016},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.348531037569046},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.2574411630630493},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.16002142429351807},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.08164680004119873},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.07607027888298035},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.0}],"mesh":[{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019212","descriptor_name":"Multimedia","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019212","descriptor_name":"Multimedia","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019212","descriptor_name":"Multimedia","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.1109/embc.2019.8857632","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2019.8857632","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:31946108","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31946108","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null},{"id":"pmh:oai:arXiv.org:1905.10423","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1905.10423","pdf_url":"https://arxiv.org/pdf/1905.10423","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},{"id":"mag:2945895497","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/1905.10423","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.1905.10423","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1905.10423","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1905.10423","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1905.10423","pdf_url":"https://arxiv.org/pdf/1905.10423","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2945895497.pdf","grobid_xml":"https://content.openalex.org/works/W2945895497.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W1966403068","https://openalex.org/W1988893332","https://openalex.org/W2003345537","https://openalex.org/W2053906014","https://openalex.org/W2085568529","https://openalex.org/W2121734213","https://openalex.org/W2129413308","https://openalex.org/W2153134014","https://openalex.org/W2154052028","https://openalex.org/W2164699598","https://openalex.org/W2507306959","https://openalex.org/W2532105921","https://openalex.org/W2533147400","https://openalex.org/W2625929003","https://openalex.org/W2783345807","https://openalex.org/W2792193826","https://openalex.org/W2900739424","https://openalex.org/W3099262386","https://openalex.org/W6739112825","https://openalex.org/W6756351895"],"related_works":["https://openalex.org/W2979615551","https://openalex.org/W3042950507","https://openalex.org/W2620233741","https://openalex.org/W3019192468","https://openalex.org/W2912682451","https://openalex.org/W2804015000","https://openalex.org/W3189271708","https://openalex.org/W2556157077","https://openalex.org/W2955748096","https://openalex.org/W2965168816","https://openalex.org/W2915622774","https://openalex.org/W2757508661","https://openalex.org/W3119487542","https://openalex.org/W2900899350","https://openalex.org/W2599124244","https://openalex.org/W2472995977","https://openalex.org/W1560081135","https://openalex.org/W2564405845","https://openalex.org/W2144622899","https://openalex.org/W211684831"],"abstract_inverted_index":{"Tactile":[0],"enhanced":[1,44,121],"multimedia":[2,8,38,45],"is":[3,26,48,128],"generated":[4],"by":[5,55,134],"synchronizing":[6],"traditional":[7],"clips,":[9],"to":[10,27,42,118,132],"generate":[11],"hot":[12],"and":[13,21,33,62,107],"cold":[14],"air":[15],"effect,":[16],"with":[17],"an":[18],"electric":[19],"heater":[20],"a":[22,30,68,112],"fan.":[23],"This":[24],"objective":[25],"give":[28],"viewers":[29],"more":[31],"realistic":[32],"immersing":[34],"feel":[35],"of":[36,52,77,97,126],"the":[37,53,119,136,144],"content.":[39],"The":[40],"response":[41,117],"this":[43,83],"content":[46],"(mulsemedia)":[47],"evaluated":[49],"in":[50,82,116,156],"terms":[51],"appreciation/emotion":[54],"using":[56,67,111,135],"human":[57],"brain":[58],"signals.":[59],"We":[60,88],"observe":[61],"record":[63],"electroencephalography":[64],"(EEG)":[65],"data":[66],"commercially":[69],"available":[70],"four":[71],"channel":[72],"MUSE":[73],"headband.":[74],"A":[75],"total":[76],"21":[78],"participants":[79],"voluntarily":[80],"participated":[81],"study":[84],"for":[85,153],"EEG":[86,99],"recordings.":[87],"extract":[89],"frequency":[90,146],"domain":[91,138,147],"features":[92,148],"from":[93],"five":[94],"different":[95],"bands":[96],"each":[98],"channel.":[100],"Four":[101],"emotions":[102],"namely:":[103],"happy,":[104],"relaxed,":[105],"sad,":[106],"angry":[108],"are":[109],"classified":[110],"support":[113],"vector":[114],"machine":[115],"tactile":[120],"multimedia.":[122],"An":[123],"increased":[124],"accuracy":[125],"76.19%":[127],"achieved":[129],"when":[130],"compared":[131],"63.41%":[133],"time":[137],"features.":[139],"Our":[140],"results":[141],"show":[142],"that":[143],"selected":[145],"could":[149],"be":[150],"better":[151],"suited":[152],"emotion":[154],"classification":[155],"mulsemedia":[157],"studies.":[158]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}