{"id":"https://openalex.org/W2975452052","doi":"https://doi.org/10.1109/access.2019.2944008","title":"Emotion Recognition Based on Fusion of Local Cortical Activations and Dynamic Functional Networks Connectivity: An EEG Study","display_name":"Emotion Recognition Based on Fusion of Local Cortical Activations and Dynamic Functional Networks Connectivity: An EEG Study","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2975452052","doi":"https://doi.org/10.1109/access.2019.2944008","mag":"2975452052"},"language":"en","primary_location":{"id":"doi:10.1109/access.2019.2944008","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2944008","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08849985.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08849985.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5015905278","display_name":"Fares Al-Shargie","orcid":"https://orcid.org/0000-0002-5792-8032"},"institutions":[{"id":"https://openalex.org/I199440890","display_name":"American University of Sharjah","ror":"https://ror.org/001g2fj96","country_code":"AE","type":"education","lineage":["https://openalex.org/I199440890"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Fares Al-Shargie","raw_affiliation_strings":["Department of Electrical Engineering, American University of Sharjah, Sharjah, UAE"],"raw_orcid":"https://orcid.org/0000-0002-5792-8032","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, American University of Sharjah, Sharjah, UAE","institution_ids":["https://openalex.org/I199440890"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088139460","display_name":"Usman Tariq","orcid":"https://orcid.org/0000-0001-7672-1187"},"institutions":[{"id":"https://openalex.org/I199440890","display_name":"American University of Sharjah","ror":"https://ror.org/001g2fj96","country_code":"AE","type":"education","lineage":["https://openalex.org/I199440890"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Usman Tariq","raw_affiliation_strings":["Department of Electrical Engineering, American University of Sharjah, Sharjah, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, American University of Sharjah, Sharjah, UAE","institution_ids":["https://openalex.org/I199440890"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014605536","display_name":"Meera Alex","orcid":"https://orcid.org/0000-0002-5624-7550"},"institutions":[{"id":"https://openalex.org/I199440890","display_name":"American University of Sharjah","ror":"https://ror.org/001g2fj96","country_code":"AE","type":"education","lineage":["https://openalex.org/I199440890"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Meera Alex","raw_affiliation_strings":["Department of Electrical Engineering, American University of Sharjah, Sharjah, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, American University of Sharjah, Sharjah, UAE","institution_ids":["https://openalex.org/I199440890"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027048647","display_name":"Hasan Mir","orcid":"https://orcid.org/0000-0002-6863-3002"},"institutions":[{"id":"https://openalex.org/I199440890","display_name":"American University of Sharjah","ror":"https://ror.org/001g2fj96","country_code":"AE","type":"education","lineage":["https://openalex.org/I199440890"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Hasan Mir","raw_affiliation_strings":["Department of Electrical Engineering, American University of Sharjah, Sharjah, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, American University of Sharjah, Sharjah, UAE","institution_ids":["https://openalex.org/I199440890"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080706447","display_name":"Hasan Al\u2010Nashash","orcid":"https://orcid.org/0000-0002-9685-4937"},"institutions":[{"id":"https://openalex.org/I199440890","display_name":"American University of Sharjah","ror":"https://ror.org/001g2fj96","country_code":"AE","type":"education","lineage":["https://openalex.org/I199440890"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Hasan Al-Nashash","raw_affiliation_strings":["Department of Electrical Engineering, American University of Sharjah, Sharjah, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, American University of Sharjah, Sharjah, UAE","institution_ids":["https://openalex.org/I199440890"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I199440890"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":3.7071,"has_fulltext":true,"cited_by_count":69,"citation_normalized_percentile":{"value":0.94007907,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"7","issue":null,"first_page":"143550","last_page":"143562"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9990000128746033,"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/T10581","display_name":"Neural dynamics and brain function","score":0.9969000220298767,"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/computer-science","display_name":"Computer science","score":0.7315999269485474},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.6214300394058228},{"id":"https://openalex.org/keywords/functional-connectivity","display_name":"Functional connectivity","score":0.5995082855224609},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5549637079238892},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.5410339832305908},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5283057689666748},{"id":"https://openalex.org/keywords/autoregressive-model","display_name":"Autoregressive model","score":0.4448290169239044},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.4432280659675598},{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.4417630732059479},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.40711310505867004},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2801807224750519},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.16394716501235962},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.12017908692359924},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11055156588554382}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7315999269485474},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.6214300394058228},{"id":"https://openalex.org/C3018011982","wikidata":"https://www.wikidata.org/wiki/Q7316120","display_name":"Functional connectivity","level":2,"score":0.5995082855224609},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5549637079238892},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.5410339832305908},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5283057689666748},{"id":"https://openalex.org/C159877910","wikidata":"https://www.wikidata.org/wiki/Q2202883","display_name":"Autoregressive model","level":2,"score":0.4448290169239044},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.4432280659675598},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.4417630732059479},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.40711310505867004},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2801807224750519},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.16394716501235962},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.12017908692359924},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11055156588554382},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2019.2944008","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2944008","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08849985.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:repository.aus.edu:11073/16599","is_oa":false,"landing_page_url":"http://hdl.handle.net/11073/16599","pdf_url":null,"source":{"id":"https://openalex.org/S4306400028","display_name":"DSpace at AUS (American University of Sharjah)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I199440890","host_organization_name":"American University of Sharjah","host_organization_lineage":["https://openalex.org/I199440890"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"pmh:oai:doaj.org/article:b7e9d0a7b0554fecbbaab061dc436251","is_oa":true,"landing_page_url":"https://doaj.org/article/b7e9d0a7b0554fecbbaab061dc436251","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 7, Pp 143550-143562 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2019.2944008","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2944008","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08849985.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17","score":0.5}],"awards":[{"id":"https://openalex.org/G319033226","display_name":null,"funder_award_id":"BBRI-FRG18","funder_id":"https://openalex.org/F4320321430","funder_display_name":"American University of Sharjah"},{"id":"https://openalex.org/G6938583927","display_name":null,"funder_award_id":"EFRG-EN0244","funder_id":"https://openalex.org/F4320321430","funder_display_name":"American University of Sharjah"}],"funders":[{"id":"https://openalex.org/F4320321430","display_name":"American University of Sharjah","ror":"https://ror.org/001g2fj96"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":89,"referenced_works":["https://openalex.org/W1529823160","https://openalex.org/W1603307924","https://openalex.org/W1671049371","https://openalex.org/W1947251450","https://openalex.org/W1975794968","https://openalex.org/W1976512378","https://openalex.org/W1980122010","https://openalex.org/W1993144914","https://openalex.org/W1998221425","https://openalex.org/W2001097956","https://openalex.org/W2002055708","https://openalex.org/W2004204487","https://openalex.org/W2009591042","https://openalex.org/W2009926717","https://openalex.org/W2020091808","https://openalex.org/W2020667299","https://openalex.org/W2025751302","https://openalex.org/W2030992811","https://openalex.org/W2043037790","https://openalex.org/W2043729845","https://openalex.org/W2049507216","https://openalex.org/W2049601208","https://openalex.org/W2053906014","https://openalex.org/W2062001242","https://openalex.org/W2075509710","https://openalex.org/W2085497785","https://openalex.org/W2085652821","https://openalex.org/W2090834654","https://openalex.org/W2099610690","https://openalex.org/W2099899102","https://openalex.org/W2100520255","https://openalex.org/W2105981921","https://openalex.org/W2109582949","https://openalex.org/W2115810652","https://openalex.org/W2116083905","https://openalex.org/W2122098299","https://openalex.org/W2126292754","https://openalex.org/W2127532308","https://openalex.org/W2128495200","https://openalex.org/W2132889650","https://openalex.org/W2139564752","https://openalex.org/W2141627625","https://openalex.org/W2143350951","https://openalex.org/W2146828510","https://openalex.org/W2152476757","https://openalex.org/W2156503193","https://openalex.org/W2162137602","https://openalex.org/W2164699598","https://openalex.org/W2203607022","https://openalex.org/W2227520796","https://openalex.org/W2230936439","https://openalex.org/W2233886816","https://openalex.org/W2274642938","https://openalex.org/W2278113816","https://openalex.org/W2289714406","https://openalex.org/W2301888327","https://openalex.org/W2346826225","https://openalex.org/W2464929676","https://openalex.org/W2518238252","https://openalex.org/W2523525429","https://openalex.org/W2528351778","https://openalex.org/W2551163901","https://openalex.org/W2585915198","https://openalex.org/W2598673810","https://openalex.org/W2606321326","https://openalex.org/W2740113900","https://openalex.org/W2749183303","https://openalex.org/W2757047268","https://openalex.org/W2765362197","https://openalex.org/W2765666606","https://openalex.org/W2775675437","https://openalex.org/W2788547558","https://openalex.org/W2790814155","https://openalex.org/W2792325177","https://openalex.org/W2808343558","https://openalex.org/W2884935442","https://openalex.org/W2888184955","https://openalex.org/W2889040854","https://openalex.org/W2899399370","https://openalex.org/W2907371384","https://openalex.org/W2910633903","https://openalex.org/W2913846632","https://openalex.org/W2917145198","https://openalex.org/W2952857756","https://openalex.org/W2962905870","https://openalex.org/W6671865762","https://openalex.org/W6690073643","https://openalex.org/W6698185673","https://openalex.org/W6748720016"],"related_works":["https://openalex.org/W4385649027","https://openalex.org/W2171218219","https://openalex.org/W1972271943","https://openalex.org/W2150410159","https://openalex.org/W4400094315","https://openalex.org/W4327525404","https://openalex.org/W2132659060","https://openalex.org/W2031992971","https://openalex.org/W3214791684","https://openalex.org/W2152662039"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3,43],"present":[4],"a":[5],"method":[6],"to":[7,118],"improve":[8,80],"emotion":[9],"recognition":[10],"based":[11],"on":[12],"the":[13,26,35,40,45,51,75,81,91,94,128],"fusion":[14,78,107,131],"of":[15,58,77,86,130,132],"local":[16],"cortical":[17,27,59,133],"activations":[18,28,60,134],"and":[19,61,90,114,120],"dynamic":[20,136],"functional":[21,46,137],"network":[22],"patterns.":[23],"We":[24],"estimate":[25,44],"using":[29],"power":[30],"spectral":[31],"density":[32],"(PSD)":[33],"with":[34,106,135],"Burg":[36],"autoregressive":[37],"model.":[38],"On":[39],"other":[41],"hand,":[42],"connectivity":[47,62],"networks":[48,63,138],"by":[49],"utilizing":[50],"phase":[52],"locking":[53],"value":[54],"(PLV).":[55],"The":[56,103,124],"results":[57,76,125],"show":[64],"different":[65],"patterns":[66],"across":[67],"three":[68],"emotions":[69],"at":[70],"all":[71,109],"frequency":[72],"bands.":[73],"Similarly,":[74],"significantly":[79],"classification":[82],"rate":[83],"in":[84,108,144],"terms":[85],"accuracy,":[87],"sensitivity,":[88],"specificity":[89],"area":[92],"under":[93],"receiver":[95],"operator":[96],"characteristics":[97],"curve":[98],"(AROC),":[99],"p":[100],"<;":[101],"0.05.":[102],"average":[104],"improvement":[105],"evaluation":[110],"metrics":[111],"are":[112],"6.84%":[113],"4.1%":[115],"when":[116],"compared":[117],"PSD":[119],"PLV":[121],"alone,":[122],"respectively.":[123],"clearly":[126],"demonstrate":[127],"advantage":[129],"for":[139],"developing":[140],"human-computer":[141],"interaction":[142],"system":[143],"real-world":[145],"applications.":[146]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":14},{"year":2021,"cited_by_count":13},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":3}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2019-10-03T00:00:00"}
