{"id":"https://openalex.org/W2333919744","doi":"https://doi.org/10.1109/embc.2014.6943755","title":"EEG-based emotion recognition with manifold regularized extreme learning machine","display_name":"EEG-based emotion recognition with manifold regularized extreme learning machine","publication_year":2014,"publication_date":"2014-08-01","ids":{"openalex":"https://openalex.org/W2333919744","doi":"https://doi.org/10.1109/embc.2014.6943755","mag":"2333919744","pmid":"https://pubmed.ncbi.nlm.nih.gov/25570123"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2014.6943755","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2014.6943755","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5106551871","display_name":"Yong Peng","orcid":"https://orcid.org/0000-0001-5803-7437"},"institutions":[{"id":"https://openalex.org/I4210165726","display_name":"Shanghai Municipal Education Commission","ror":"https://ror.org/05tewj457","country_code":"CN","type":"funder","lineage":["https://openalex.org/I4210165456","https://openalex.org/I4210165726"]},{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yong Peng","raw_affiliation_strings":["Department of Computer Science and Engineering, Shanghai Jiao Tong University and Key Lab. of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University and Key Lab. of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering, Shanghai, China","institution_ids":["https://openalex.org/I4210165726","https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101324132","display_name":"Jiayi Zhu","orcid":"https://orcid.org/0009-0000-4094-1735"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4210165726","display_name":"Shanghai Municipal Education Commission","ror":"https://ror.org/05tewj457","country_code":"CN","type":"funder","lineage":["https://openalex.org/I4210165456","https://openalex.org/I4210165726"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jia-Yi Zhu","raw_affiliation_strings":["Department of Computer Science and Engineering, Shanghai Jiao Tong University and Key Lab. of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University and Key Lab. of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering, Shanghai, China","institution_ids":["https://openalex.org/I4210165726","https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056335002","display_name":"Wei\u2010Long Zheng","orcid":"https://orcid.org/0000-0002-9474-6369"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4210165726","display_name":"Shanghai Municipal Education Commission","ror":"https://ror.org/05tewj457","country_code":"CN","type":"funder","lineage":["https://openalex.org/I4210165456","https://openalex.org/I4210165726"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei-Long Zheng","raw_affiliation_strings":["Department of Computer Science and Engineering, Shanghai Jiao Tong University and Key Lab. of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University and Key Lab. of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering, Shanghai, China","institution_ids":["https://openalex.org/I4210165726","https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040440605","display_name":"Bao\u2010Liang Lu","orcid":"https://orcid.org/0000-0001-8359-0058"},"institutions":[{"id":"https://openalex.org/I4210165726","display_name":"Shanghai Municipal Education Commission","ror":"https://ror.org/05tewj457","country_code":"CN","type":"funder","lineage":["https://openalex.org/I4210165456","https://openalex.org/I4210165726"]},{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bao-Liang Lu","raw_affiliation_strings":["Department of Computer Science and Engineering, Shanghai Jiao Tong University and Key Lab. of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University and Key Lab. of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering, Shanghai, China","institution_ids":["https://openalex.org/I4210165726","https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5106551871"],"corresponding_institution_ids":["https://openalex.org/I183067930","https://openalex.org/I4210165726"],"apc_list":null,"apc_paid":null,"fwci":2.1143,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.90247005,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"2014","issue":null,"first_page":"974","last_page":"977"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9984999895095825,"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/T10320","display_name":"Neural Networks and Applications","score":0.993399977684021,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/electroencephalography","display_name":"Electroencephalography","score":0.8280897736549377},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.6370790600776672},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6285712718963623},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6189252734184265},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6158987879753113},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5697399377822876},{"id":"https://openalex.org/keywords/extreme-learning-machine","display_name":"Extreme learning machine","score":0.526406466960907},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.5178875923156738},{"id":"https://openalex.org/keywords/emotion-classification","display_name":"Emotion classification","score":0.4816204905509949},{"id":"https://openalex.org/keywords/frequency-band","display_name":"Frequency band","score":0.4732780158519745},{"id":"https://openalex.org/keywords/emotion-recognition","display_name":"Emotion recognition","score":0.468919575214386},{"id":"https://openalex.org/keywords/entropy","display_name":"Entropy (arrow of time)","score":0.43068742752075195},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.2680419683456421},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.16512268781661987}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.8280897736549377},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.6370790600776672},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6285712718963623},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6189252734184265},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6158987879753113},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5697399377822876},{"id":"https://openalex.org/C2780150128","wikidata":"https://www.wikidata.org/wiki/Q21948731","display_name":"Extreme learning machine","level":3,"score":0.526406466960907},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.5178875923156738},{"id":"https://openalex.org/C206310091","wikidata":"https://www.wikidata.org/wiki/Q750859","display_name":"Emotion classification","level":2,"score":0.4816204905509949},{"id":"https://openalex.org/C2778116611","wikidata":"https://www.wikidata.org/wiki/Q25110567","display_name":"Frequency band","level":3,"score":0.4732780158519745},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.468919575214386},{"id":"https://openalex.org/C106301342","wikidata":"https://www.wikidata.org/wiki/Q4117933","display_name":"Entropy (arrow of time)","level":2,"score":0.43068742752075195},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2680419683456421},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.16512268781661987},{"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/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"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":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D046709","descriptor_name":"Pattern Recognition, Physiological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D046709","descriptor_name":"Pattern Recognition, Physiological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D046709","descriptor_name":"Pattern Recognition, Physiological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1109/embc.2014.6943755","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2014.6943755","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society","raw_type":"proceedings-article"},{"id":"pmid:25570123","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/25570123","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:CiteSeerX.psu:10.1.1.681.1160","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.681.1160","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://bcmi.sjtu.edu.cn/%7Eblu/papers/2014/8.PDF","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.702.2637","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.702.2637","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://bcmi.sjtu.edu.cn/%7Epengyong/Pub2014/EMBC2014.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7400000095367432,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1970727126","https://openalex.org/W2002565627","https://openalex.org/W2004104731","https://openalex.org/W2032254851","https://openalex.org/W2038610431","https://openalex.org/W2111072639","https://openalex.org/W2117645142","https://openalex.org/W2134602648","https://openalex.org/W2139564752","https://openalex.org/W2144719328","https://openalex.org/W6651365498","https://openalex.org/W6660089423","https://openalex.org/W6679967756"],"related_works":["https://openalex.org/W2144004426","https://openalex.org/W1550318927","https://openalex.org/W4305042383","https://openalex.org/W2546649374","https://openalex.org/W2773396412","https://openalex.org/W4380854332","https://openalex.org/W2184859701","https://openalex.org/W4386232293","https://openalex.org/W4380370144","https://openalex.org/W2009950829"],"abstract_inverted_index":{"EEG":[0,45,70],"signals,":[1],"which":[2,47,88,120],"can":[3,60],"record":[4],"the":[5,9,63,81,140,145,158],"electrical":[6],"activity":[7],"along":[8],"scalp,":[10],"provide":[11],"researchers":[12],"a":[13,24,162],"reliable":[14],"channel":[15],"for":[16,35,165],"investigating":[17],"human":[18,37],"emotional":[19,38,130],"states.":[20],"In":[21],"this":[22],"paper,":[23],"new":[25],"algorithm,":[26],"manifold":[27],"regularized":[28],"extreme":[29],"learning":[30],"machine":[31],"(MRELM),":[32],"is":[33,86,89,161],"proposed":[34,159],"recognizing":[36],"states":[39,131],"(positive,":[40],"neutral":[41],"and":[42,66,97,123,147],"negative)":[43],"from":[44,103,151],"data,":[46],"were":[48],"previously":[49],"evoked":[50],"by":[51,94],"watching":[52],"different":[53,152],"types":[54],"of":[55,84,115,142],"movie":[56],"clips.":[57],"The":[58,100,154],"MRELM":[59,85,160],"simultaneously":[61],"consider":[62],"geometrical":[64],"structure":[65],"discriminative":[67],"information":[68],"in":[69],"data.":[71],"Using":[72],"differential":[73],"entropy":[74],"features":[75,107],"across":[76],"whole":[77],"five":[78],"frequency":[79,105,117],"bands,":[80],"average":[82],"accuracy":[83],"81.01%,":[87],"better":[90],"than":[91],"those":[92,114],"obtained":[93,102],"GELM":[95],"(80.25%)":[96],"SVM":[98],"(76.62%).":[99],"accuracies":[101],"high":[104],"band":[106,118],"(\u03b2,":[108],"\u03b3)":[109],"are":[110,126,135,150],"obviously":[111],"superior":[112],"to":[113,129,137],"low":[116],"features,":[119],"shows":[121],"\u03b2":[122],"\u03b3":[124],"bands":[125],"more":[127],"relevant":[128],"transition.":[132],"Moreover,":[133],"experiments":[134],"conducted":[136],"further":[138],"evaluate":[139],"efficacy":[141],"MRELM,":[143],"where":[144],"training":[146],"test":[148],"sets":[149],"sessions.":[153],"results":[155],"demonstrate":[156],"that":[157],"competitive":[163],"model":[164],"EEG-based":[166],"emotion":[167],"recognition.":[168]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":2},{"year":2015,"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"}
