{"id":"https://openalex.org/W2344864600","doi":"https://doi.org/10.1007/s40708-016-0051-5","title":"Familiarity effects in EEG-based emotion recognition","display_name":"Familiarity effects in EEG-based emotion recognition","publication_year":2016,"publication_date":"2016-04-29","ids":{"openalex":"https://openalex.org/W2344864600","doi":"https://doi.org/10.1007/s40708-016-0051-5","mag":"2344864600","pmid":"https://pubmed.ncbi.nlm.nih.gov/27747819"},"language":"en","primary_location":{"id":"doi:10.1007/s40708-016-0051-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40708-016-0051-5","pdf_url":"https://link.springer.com/content/pdf/10.1007%2Fs40708-016-0051-5.pdf","source":{"id":"https://openalex.org/S2498492389","display_name":"Brain Informatics","issn_l":"2198-4018","issn":["2198-4018","2198-4026"],"is_oa":true,"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":"Brain Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007%2Fs40708-016-0051-5.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5038153352","display_name":"Nattapong Thammasan","orcid":"https://orcid.org/0000-0003-0487-2482"},"institutions":[{"id":"https://openalex.org/I98285908","display_name":"Osaka University","ror":"https://ror.org/035t8zc32","country_code":"JP","type":"education","lineage":["https://openalex.org/I98285908"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Nattapong Thammasan","raw_affiliation_strings":["Institute of Scientific and Industrial Research (ISIR), Osaka University, Ibaraki-shi, Osaka, 567-0047, Japan. nattapong@ai.sanken.osaka-u.ac.jp","Institute of Scientific and Industrial Research (ISIR), Osaka University, Ibaraki-shi, Osaka, 567-0047, Japan"],"affiliations":[{"raw_affiliation_string":"Institute of Scientific and Industrial Research (ISIR), Osaka University, Ibaraki-shi, Osaka, 567-0047, Japan. nattapong@ai.sanken.osaka-u.ac.jp","institution_ids":[]},{"raw_affiliation_string":"Institute of Scientific and Industrial Research (ISIR), Osaka University, Ibaraki-shi, Osaka, 567-0047, Japan","institution_ids":["https://openalex.org/I98285908"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066183149","display_name":"Koichi Moriyama","orcid":"https://orcid.org/0000-0003-1735-1862"},"institutions":[{"id":"https://openalex.org/I197274945","display_name":"Nagoya Institute of Technology","ror":"https://ror.org/055yf1005","country_code":"JP","type":"education","lineage":["https://openalex.org/I197274945"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Koichi Moriyama","raw_affiliation_strings":["Department of Computer Science and Engineering, Nagoya Institute of Technology, Showa-ku, Nagoya, 466-8555, Japan"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Nagoya Institute of Technology, Showa-ku, Nagoya, 466-8555, Japan","institution_ids":["https://openalex.org/I197274945"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075653507","display_name":"Ken\u2013ichi Fukui","orcid":"https://orcid.org/0000-0002-2451-1919"},"institutions":[{"id":"https://openalex.org/I98285908","display_name":"Osaka University","ror":"https://ror.org/035t8zc32","country_code":"JP","type":"education","lineage":["https://openalex.org/I98285908"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Ken-ichi Fukui","raw_affiliation_strings":["Institute of Scientific and Industrial Research (ISIR), Osaka University, Ibaraki-shi, Osaka, 567-0047, Japan"],"affiliations":[{"raw_affiliation_string":"Institute of Scientific and Industrial Research (ISIR), Osaka University, Ibaraki-shi, Osaka, 567-0047, Japan","institution_ids":["https://openalex.org/I98285908"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002214819","display_name":"Masayuki Numao","orcid":"https://orcid.org/0000-0002-4890-1970"},"institutions":[{"id":"https://openalex.org/I98285908","display_name":"Osaka University","ror":"https://ror.org/035t8zc32","country_code":"JP","type":"education","lineage":["https://openalex.org/I98285908"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Masayuki Numao","raw_affiliation_strings":["Institute of Scientific and Industrial Research (ISIR), Osaka University, Ibaraki-shi, Osaka, 567-0047, Japan"],"affiliations":[{"raw_affiliation_string":"Institute of Scientific and Industrial Research (ISIR), Osaka University, Ibaraki-shi, Osaka, 567-0047, Japan","institution_ids":["https://openalex.org/I98285908"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5038153352"],"corresponding_institution_ids":["https://openalex.org/I98285908"],"apc_list":{"value":790,"currency":"GBP","value_usd":969},"apc_paid":{"value":790,"currency":"GBP","value_usd":969},"fwci":3.3395,"has_fulltext":true,"cited_by_count":101,"citation_normalized_percentile":{"value":0.92043649,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"4","issue":"1","first_page":"39","last_page":"50"},"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":0.9991999864578247,"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":0.998199999332428,"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":0.7853437662124634},{"id":"https://openalex.org/keywords/brain-activity-and-meditation","display_name":"Brain activity and meditation","score":0.5807672739028931},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.48188668489456177},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.48095861077308655},{"id":"https://openalex.org/keywords/stimulus","display_name":"Stimulus (psychology)","score":0.4664076864719391},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.44693902134895325},{"id":"https://openalex.org/keywords/emotion-recognition","display_name":"Emotion recognition","score":0.44111573696136475},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.43875935673713684},{"id":"https://openalex.org/keywords/emotion-classification","display_name":"Emotion classification","score":0.4351259469985962},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3883049488067627},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3846520781517029},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3262712359428406},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.074225515127182}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7853437662124634},{"id":"https://openalex.org/C120843803","wikidata":"https://www.wikidata.org/wiki/Q4955807","display_name":"Brain activity and meditation","level":3,"score":0.5807672739028931},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.48188668489456177},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.48095861077308655},{"id":"https://openalex.org/C2779918689","wikidata":"https://www.wikidata.org/wiki/Q3771842","display_name":"Stimulus (psychology)","level":2,"score":0.4664076864719391},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44693902134895325},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.44111573696136475},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.43875935673713684},{"id":"https://openalex.org/C206310091","wikidata":"https://www.wikidata.org/wiki/Q750859","display_name":"Emotion classification","level":2,"score":0.4351259469985962},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3883049488067627},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3846520781517029},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3262712359428406},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.074225515127182}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s40708-016-0051-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40708-016-0051-5","pdf_url":"https://link.springer.com/content/pdf/10.1007%2Fs40708-016-0051-5.pdf","source":{"id":"https://openalex.org/S2498492389","display_name":"Brain Informatics","issn_l":"2198-4018","issn":["2198-4018","2198-4026"],"is_oa":true,"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":"Brain Informatics","raw_type":"journal-article"},{"id":"pmid:27747819","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/27747819","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":"Brain informatics","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:5319949","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5319949","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Brain Inform","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s40708-016-0051-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40708-016-0051-5","pdf_url":"https://link.springer.com/content/pdf/10.1007%2Fs40708-016-0051-5.pdf","source":{"id":"https://openalex.org/S2498492389","display_name":"Brain Informatics","issn_l":"2198-4018","issn":["2198-4018","2198-4026"],"is_oa":true,"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":"Brain Informatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1755812565","display_name":null,"funder_award_id":"Japan Science and Technology Agency","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G3812394927","display_name":"\u76db\u571f\u306e\u8ee2\u5727\u306a\u3089\u3073\u306b\u52b9\u679c\u5224\u5b9a\u306b\u95a2\u3059\u308b\u7814\u7a76","funder_award_id":"54010","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G4661421425","display_name":"4\u7403\u8a66\u9a13\u30682\u5186\u7b52\u8a66\u9a13\u306b\u304a\u3051\u308b\u30b9\u30b3\u30fc\u30ea\u30f3\u30b0\u306e\u76f8\u95a2\u6027\u306b\u95a2\u3059\u308b\u7814\u7a76","funder_award_id":"255401","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G5786340949","display_name":null,"funder_award_id":"KAKENHI Grant Number","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G6362425154","display_name":null,"funder_award_id":"KAKENHI","funder_id":"https://openalex.org/F4320334789","funder_display_name":"Japan Science and Technology Agency"},{"id":"https://openalex.org/G65426837","display_name":"\u4ee3\u6570\u4f53\u306b\u304a\u3051\u308b\u52a0\u6cd5\u6570\u8ad6","funder_award_id":"554010","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G7693551792","display_name":null,"funder_award_id":"(MEXT)","funder_id":"https://openalex.org/F4320320912","funder_display_name":"Ministry of Education, Culture, Sports, Science and Technology"},{"id":"https://openalex.org/G8703148127","display_name":"Distribute Inference to Support Inter-subjective Formalization and its Application to Sensor Networks","funder_award_id":"25540101","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"}],"funders":[{"id":"https://openalex.org/F4320320912","display_name":"Ministry of Education, Culture, Sports, Science and Technology","ror":"https://ror.org/048rj2z13"},{"id":"https://openalex.org/F4320334764","display_name":"Japan Society for the Promotion of Science","ror":"https://ror.org/00hhkn466"},{"id":"https://openalex.org/F4320334789","display_name":"Japan Science and Technology Agency","ror":"https://ror.org/00097mb19"},{"id":"https://openalex.org/F4320338121","display_name":"Center of Innovation Program","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2344864600.pdf","grobid_xml":"https://content.openalex.org/works/W2344864600.grobid-xml"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W614672479","https://openalex.org/W625810977","https://openalex.org/W1978022704","https://openalex.org/W1984790228","https://openalex.org/W1994233698","https://openalex.org/W2002055708","https://openalex.org/W2004204487","https://openalex.org/W2018722483","https://openalex.org/W2025905516","https://openalex.org/W2027502701","https://openalex.org/W2028674570","https://openalex.org/W2040171374","https://openalex.org/W2052354110","https://openalex.org/W2068117910","https://openalex.org/W2085281696","https://openalex.org/W2089572891","https://openalex.org/W2090834654","https://openalex.org/W2091389797","https://openalex.org/W2133990480","https://openalex.org/W2134892478","https://openalex.org/W2136438523","https://openalex.org/W2138151562","https://openalex.org/W2139564752","https://openalex.org/W2140617940","https://openalex.org/W2142766726","https://openalex.org/W2149628368","https://openalex.org/W2152772614","https://openalex.org/W2159995270","https://openalex.org/W2171623630","https://openalex.org/W2230936439","https://openalex.org/W2323851044","https://openalex.org/W4205952203","https://openalex.org/W4242687562"],"related_works":["https://openalex.org/W2466887110","https://openalex.org/W2068485906","https://openalex.org/W4389933916","https://openalex.org/W2314032432","https://openalex.org/W2335893660","https://openalex.org/W4305042383","https://openalex.org/W2546649374","https://openalex.org/W2773396412","https://openalex.org/W1550318927","https://openalex.org/W4380854332"],"abstract_inverted_index":{"Although":[0],"emotion":[1,151,185],"detection":[2],"using":[3,121],"electroencephalogram":[4],"(EEG)":[5],"data":[6,35],"has":[7,21],"become":[8],"a":[9,27,37,113],"highly":[10],"active":[11],"area":[12],"of":[13,46,67,78,105,138,149,183],"research":[14],"over":[15],"the":[16,44,64,76,83,86,102,108,136,147,181],"last":[17],"decades,":[18],"little":[19],"attention":[20],"been":[22],"paid":[23],"to":[24,62,112,127],"stimulus":[25],"familiarity,":[26],"crucial":[28],"subjectivity":[29],"issue.":[30],"Using":[31],"both":[32,72,101],"our":[33,131],"experimental":[34],"and":[36,69,107,163],"sophisticated":[38],"database":[39],"(DEAP":[40],"dataset),":[41],"we":[42,59],"investigated":[43],"effects":[45],"familiarity":[47,57,99,123,143],"on":[48,52,56,82],"brain":[49,109],"activity":[50],"based":[51,81],"EEG":[53],"signals.":[54],"Focusing":[55],"studies,":[58],"allowed":[60],"subjects":[61],"select":[63],"same":[65],"number":[66],"familiar":[68],"unfamiliar":[70,175],"songs;":[71],"resulting":[73],"datasets":[74],"demonstrated":[75],"importance":[77],"reporting":[79],"self-emotion":[80],"assumption":[84],"that":[85,97,135,154,174],"emotional":[87,129],"state":[88],"when":[89],"experiencing":[90],"music":[91,98,122],"is":[92],"subjective.":[93],"We":[94,116],"found":[95],"evidence":[96],"influences":[100],"power":[103,159],"spectra":[104],"brainwaves":[106],"functional":[110],"connectivity":[111],"certain":[114],"level.":[115],"conducted":[117],"an":[118,125,184],"additional":[119],"experiment":[120],"in":[124],"attempt":[126],"recognize":[128],"states;":[130],"empirical":[132],"results":[133],"suggested":[134],"use":[137],"only":[139],"songs":[140,176],"with":[141],"low":[142],"levels":[144],"can":[145],"enhance":[146],"performance":[148],"EEG-based":[150],"classification":[152],"systems":[153],"adopt":[155],"fractal":[156],"dimension":[157],"or":[158,169],"spectral":[160],"density":[161],"features":[162],"support":[164],"vector":[165],"machine,":[166],"multilayer":[167],"perceptron":[168],"C4.5":[170],"classifier.":[171],"This":[172],"suggests":[173],"are":[177],"most":[178],"appropriate":[179],"for":[180],"construction":[182],"recognition":[186],"system.":[187]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":15},{"year":2022,"cited_by_count":20},{"year":2021,"cited_by_count":18},{"year":2020,"cited_by_count":12},{"year":2019,"cited_by_count":9},{"year":2018,"cited_by_count":7},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":1}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}