{"id":"https://openalex.org/W2227023164","doi":"https://doi.org/10.1109/embc.2015.7319766","title":"Recognizing emotions from EEG subbands using wavelet analysis","display_name":"Recognizing emotions from EEG subbands using wavelet analysis","publication_year":2015,"publication_date":"2015-08-01","ids":{"openalex":"https://openalex.org/W2227023164","doi":"https://doi.org/10.1109/embc.2015.7319766","mag":"2227023164","pmid":"https://pubmed.ncbi.nlm.nih.gov/26737666"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2015.7319766","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2015.7319766","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://opus.lib.uts.edu.au/bitstream/10453/37043/3/EMBC15_0904_FI.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034800211","display_name":"Henry Candra","orcid":"https://orcid.org/0000-0002-0746-8795"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Henry Candra","raw_affiliation_strings":["Centre for Health Technologies, Faculty of Engineering and Information Technology, University of Technology, Sydney, New South Wales, Australia"],"affiliations":[{"raw_affiliation_string":"Centre for Health Technologies, Faculty of Engineering and Information Technology, University of Technology, Sydney, New South Wales, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073644414","display_name":"Mitchell Yuwono","orcid":"https://orcid.org/0000-0002-0824-8233"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Mitchell Yuwono","raw_affiliation_strings":["Centre for Health Technologies, Faculty of Engineering and Information Technology, University of Technology, Sydney, New South Wales, Australia"],"affiliations":[{"raw_affiliation_string":"Centre for Health Technologies, Faculty of Engineering and Information Technology, University of Technology, Sydney, New South Wales, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042850865","display_name":"A. M. Ardi Handojoseno","orcid":null},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ardi Handojoseno","raw_affiliation_strings":["University of Technology Sydney, Sydney, NSW, AU"],"affiliations":[{"raw_affiliation_string":"University of Technology Sydney, Sydney, NSW, AU","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018877662","display_name":"Rifai Chai","orcid":"https://orcid.org/0000-0002-1922-7024"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Rifai Chai","raw_affiliation_strings":["Centre for Health Technologies, Faculty of Engineering and Information Technology, University of Technology, Sydney, New South Wales, Australia"],"affiliations":[{"raw_affiliation_string":"Centre for Health Technologies, Faculty of Engineering and Information Technology, University of Technology, Sydney, New South Wales, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055012056","display_name":"Steven W. Su","orcid":"https://orcid.org/0000-0002-5720-8852"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Steven Su","raw_affiliation_strings":["Centre for Health Technologies, Faculty of Engineering and Information Technology, University of Technology, Sydney, New South Wales, Australia"],"affiliations":[{"raw_affiliation_string":"Centre for Health Technologies, Faculty of Engineering and Information Technology, University of Technology, Sydney, New South Wales, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100716476","display_name":"Hung T. Nguyen","orcid":"https://orcid.org/0000-0003-3373-8178"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hung T. Nguyen","raw_affiliation_strings":["Centre for Health Technologies, Faculty of Engineering and Information Technology, University of Technology, Sydney, New South Wales, Australia"],"affiliations":[{"raw_affiliation_string":"Centre for Health Technologies, Faculty of Engineering and Information Technology, University of Technology, Sydney, New South Wales, Australia","institution_ids":["https://openalex.org/I114017466"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5034800211"],"corresponding_institution_ids":["https://openalex.org/I114017466"],"apc_list":null,"apc_paid":null,"fwci":1.4882,"has_fulltext":true,"cited_by_count":43,"citation_normalized_percentile":{"value":0.81867756,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"2015","issue":null,"first_page":"6030","last_page":"3"},"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/T10667","display_name":"Emotion and Mood Recognition","score":0.9991000294685364,"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":0.9915000200271606,"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/electroencephalography","display_name":"Electroencephalography","score":0.7358605861663818},{"id":"https://openalex.org/keywords/valence","display_name":"Valence (chemistry)","score":0.7135189771652222},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6629379987716675},{"id":"https://openalex.org/keywords/emotion-classification","display_name":"Emotion classification","score":0.6622804403305054},{"id":"https://openalex.org/keywords/arousal","display_name":"Arousal","score":0.6229719519615173},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5782702565193176},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.5686766505241394},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5650144219398499},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5491963028907776},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.483907550573349},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.48293372988700867},{"id":"https://openalex.org/keywords/entropy","display_name":"Entropy (arrow of time)","score":0.44471055269241333},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.38773903250694275},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.3232555389404297},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.08356359601020813},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.06829184293746948}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7358605861663818},{"id":"https://openalex.org/C168900304","wikidata":"https://www.wikidata.org/wiki/Q171407","display_name":"Valence (chemistry)","level":2,"score":0.7135189771652222},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6629379987716675},{"id":"https://openalex.org/C206310091","wikidata":"https://www.wikidata.org/wiki/Q750859","display_name":"Emotion classification","level":2,"score":0.6622804403305054},{"id":"https://openalex.org/C36951298","wikidata":"https://www.wikidata.org/wiki/Q379784","display_name":"Arousal","level":2,"score":0.6229719519615173},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5782702565193176},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5686766505241394},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5650144219398499},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5491963028907776},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.483907550573349},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.48293372988700867},{"id":"https://openalex.org/C106301342","wikidata":"https://www.wikidata.org/wiki/Q4117933","display_name":"Entropy (arrow of time)","level":2,"score":0.44471055269241333},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.38773903250694275},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.3232555389404297},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.08356359601020813},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.06829184293746948},{"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/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D001143","descriptor_name":"Arousal","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D001143","descriptor_name":"Arousal","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D001143","descriptor_name":"Arousal","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":false},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":"Q000502","qualifier_name":"physiology","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008960","descriptor_name":"Models, Psychological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008960","descriptor_name":"Models, Psychological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008960","descriptor_name":"Models, Psychological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019277","descriptor_name":"Entropy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019277","descriptor_name":"Entropy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019277","descriptor_name":"Entropy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D058067","descriptor_name":"Wavelet Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D058067","descriptor_name":"Wavelet Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D058067","descriptor_name":"Wavelet Analysis","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.2015.7319766","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2015.7319766","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:26737666","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/26737666","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:opus.lib.uts.edu.au:10453/37043","is_oa":true,"landing_page_url":"http://hdl.handle.net/10453/37043","pdf_url":"https://opus.lib.uts.edu.au/bitstream/10453/37043/3/EMBC15_0904_FI.pdf","source":{"id":"https://openalex.org/S4306401357","display_name":"UTS ePRESS (University of Technology Sydney)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114017466","host_organization_name":"University of Technology Sydney","host_organization_lineage":["https://openalex.org/I114017466"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Proceeding"},{"id":"pmh:oai:opus.lib.uts.edu.au:10453/37197","is_oa":false,"landing_page_url":"http://hdl.handle.net/10453/37197","pdf_url":null,"source":{"id":"https://openalex.org/S4306401357","display_name":"UTS ePRESS (University of Technology Sydney)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114017466","host_organization_name":"University of Technology Sydney","host_organization_lineage":["https://openalex.org/I114017466"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Proceeding"},{"id":"pmh:oai:researchbank.swinburne.edu.au:360c0b25-0557-459f-94fd-c1f98eef01fd/1","is_oa":false,"landing_page_url":"http://hdl.handle.net/1959.3/440680","pdf_url":null,"source":{"id":"https://openalex.org/S4306401157","display_name":"Swinburne Research Bank (Swinburne University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I57093077","host_organization_name":"Swinburne University of Technology","host_organization_lineage":["https://openalex.org/I57093077"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBS 2015), Milan, Italy, 25-29 August 2015, Vol. 2015-November, pp. 6030-6033","raw_type":""}],"best_oa_location":{"id":"pmh:oai:opus.lib.uts.edu.au:10453/37043","is_oa":true,"landing_page_url":"http://hdl.handle.net/10453/37043","pdf_url":"https://opus.lib.uts.edu.au/bitstream/10453/37043/3/EMBC15_0904_FI.pdf","source":{"id":"https://openalex.org/S4306401357","display_name":"UTS ePRESS (University of Technology Sydney)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114017466","host_organization_name":"University of Technology Sydney","host_organization_lineage":["https://openalex.org/I114017466"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Proceeding"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2227023164.pdf","grobid_xml":"https://content.openalex.org/works/W2227023164.grobid-xml"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W639801547","https://openalex.org/W1995875735","https://openalex.org/W1997119714","https://openalex.org/W2002055708","https://openalex.org/W2010827016","https://openalex.org/W2021214301","https://openalex.org/W2023507165","https://openalex.org/W2028241371","https://openalex.org/W2081420711","https://openalex.org/W2105767494","https://openalex.org/W2106706488","https://openalex.org/W2109065575","https://openalex.org/W2109773980","https://openalex.org/W2149628368","https://openalex.org/W2149875516","https://openalex.org/W2760266723","https://openalex.org/W6744808666"],"related_works":["https://openalex.org/W2029072726","https://openalex.org/W91913183","https://openalex.org/W2936882366","https://openalex.org/W1987182177","https://openalex.org/W2736893848","https://openalex.org/W1544055438","https://openalex.org/W3003450285","https://openalex.org/W2085024878","https://openalex.org/W2087245461","https://openalex.org/W4361008003"],"abstract_inverted_index":{"Objectively":[0],"recognizing":[1],"emotions":[2,39,123],"is":[3,135,148],"a":[4,138,151],"particularly":[5],"important":[6],"task":[7],"to":[8,26,36,84,120,137,150,190],"ensure":[9],"that":[10,107],"patients":[11],"with":[12,129],"emotional":[13,94,140,153],"symptoms":[14],"are":[15],"given":[16],"the":[17,53,61,86,89,111,121,192,197,201],"appropriate":[18,62,122],"treatments.":[19],"The":[20,91,155,173],"aim":[21],"of":[22,88,96,105,115,222],"this":[23,48,177],"study":[24,178],"was":[25,81,161],"develop":[27],"an":[28,127,217],"emotion":[29,128],"recognition":[30],"system":[31],"using":[32,101,207],"Electroencephalogram":[33],"(EEG)":[34],"signals":[35],"identify":[37],"four":[38],"including":[40],"happy,":[41],"sad,":[42],"angry,":[43],"and":[44,74,118,132,145,186,210,220,226],"relaxed.":[45],"We":[46],"approached":[47],"objective":[49],"by":[50,59,109],"firstly":[51],"investigating":[52],"relevant":[54],"EEG":[55,78],"frequency":[56],"band":[57],"followed":[58],"deciding":[60],"feature":[63,167],"extraction":[64],"method.":[65],"Two":[66],"features":[67,181],"were":[68,99],"considered":[69],"namely:":[70],"1.":[71],"Wavelet":[72,76],"Energy,":[73],"2.":[75],"Entropy.":[77],"Channels":[79],"reduction":[80],"then":[82,162],"implemented":[83],"reduce":[85],"complexity":[87],"features.":[90],"ground":[92],"truth":[93],"states":[95],"each":[97,166],"subject":[98],"inferred":[100],"Russel's":[102],"circumplex":[103],"model":[104],"emotion,":[106],"is,":[108],"mapping":[110,165],"subjectively":[112],"reported":[113],"degrees":[114],"valence":[116,131,144],"(pleasure)":[117],"arousal":[119,134,147],"-":[124],"for":[125,164,195,204],"example,":[126],"high":[130,133],"equivalent":[136,149],"`happy'":[139],"state,":[141],"while":[142],"low":[143,146],"`sad'":[152],"state.":[154],"Support":[156],"Vector":[157],"Machine":[158],"(SVM)":[159],"classifier":[160],"used":[163],"vector":[168],"into":[169],"corresponding":[170],"discrete":[171],"emotions.":[172,199],"results":[174],"presented":[175],"in":[176],"indicated":[179],"thatWavelet":[180],"extracted":[182],"from":[183],"alpha,":[184],"beta":[185],"gamma":[187],"bands":[188],"seem":[189],"provide":[191],"necessary":[193],"information":[194],"describing":[196],"aforementioned":[198],"Using":[200],"DEAP":[202],"(Dataset":[203],"Emotion":[205],"Analysis":[206],"electroencephalogram,":[208],"Physiological":[209],"Video":[211],"Signals),":[212],"our":[213],"proposed":[214],"method":[215],"achieved":[216],"average":[218],"sensitivity":[219],"specificity":[221],"77.4%":[223],"\u00b1":[224,228],"14.1%":[225],"69.1%":[227],"12.8%,":[229],"respectively.":[230]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":11},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":2},{"year":2013,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}