{"id":"https://openalex.org/W2898637452","doi":"https://doi.org/10.1109/embc.2018.8512756","title":"Deep Learning Enabled Automatic Abnormal EEG Identification","display_name":"Deep Learning Enabled Automatic Abnormal EEG Identification","publication_year":2018,"publication_date":"2018-07-01","ids":{"openalex":"https://openalex.org/W2898637452","doi":"https://doi.org/10.1109/embc.2018.8512756","mag":"2898637452","pmid":"https://pubmed.ncbi.nlm.nih.gov/30440972"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2018.8512756","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2018.8512756","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 40th 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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077591002","display_name":"Subhrajit Roy","orcid":"https://orcid.org/0000-0002-6072-5500"},"institutions":[{"id":"https://openalex.org/I4210120068","display_name":"IBM Research - Australia","ror":"https://ror.org/027r3nx49","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210120068"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Subhrajit Roy","raw_affiliation_strings":["IBM Research - Australia, 60 City Road, Southbank, Victoria, 3006, Australia"],"affiliations":[{"raw_affiliation_string":"IBM Research - Australia, 60 City Road, Southbank, Victoria, 3006, Australia","institution_ids":["https://openalex.org/I4210120068"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035224496","display_name":"Isabell Kiral-Kornek","orcid":"https://orcid.org/0000-0003-4007-7590"},"institutions":[{"id":"https://openalex.org/I4210120068","display_name":"IBM Research - Australia","ror":"https://ror.org/027r3nx49","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210120068"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Isabell Kiral-Kornek","raw_affiliation_strings":["IBM Research - Australia, 60 City Road, Southbank, Victoria, 3006, Australia"],"affiliations":[{"raw_affiliation_string":"IBM Research - Australia, 60 City Road, Southbank, Victoria, 3006, Australia","institution_ids":["https://openalex.org/I4210120068"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031740393","display_name":"Stefan Harrer","orcid":"https://orcid.org/0000-0001-7947-330X"},"institutions":[{"id":"https://openalex.org/I4210120068","display_name":"IBM Research - Australia","ror":"https://ror.org/027r3nx49","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210120068"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Stefan Harrer","raw_affiliation_strings":["IBM Research - Australia, 60 City Road, Southbank, Victoria, 3006, Australia"],"affiliations":[{"raw_affiliation_string":"IBM Research - Australia, 60 City Road, Southbank, Victoria, 3006, Australia","institution_ids":["https://openalex.org/I4210120068"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5077591002"],"corresponding_institution_ids":["https://openalex.org/I4210120068"],"apc_list":null,"apc_paid":null,"fwci":3.3331,"has_fulltext":false,"cited_by_count":66,"citation_normalized_percentile":{"value":0.92832924,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"2018","issue":null,"first_page":"2756","last_page":"2759"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":1.0,"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":1.0,"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/T10094","display_name":"Epilepsy research and treatment","score":0.9954000115394592,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12419","display_name":"Phonocardiography and Auscultation Techniques","score":0.98089998960495,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.795746922492981},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7443709969520569},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.7371323108673096},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.648755669593811},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6474382281303406},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.607715904712677},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5887522101402283},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5267918705940247},{"id":"https://openalex.org/keywords/session","display_name":"Session (web analytics)","score":0.5079122185707092},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.4629654884338379},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.44341588020324707},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.42023175954818726},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3403175473213196},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.10096040368080139},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.07847461104393005}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.795746922492981},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7443709969520569},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7371323108673096},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.648755669593811},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6474382281303406},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.607715904712677},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5887522101402283},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5267918705940247},{"id":"https://openalex.org/C2779182362","wikidata":"https://www.wikidata.org/wiki/Q17126187","display_name":"Session (web analytics)","level":2,"score":0.5079122185707092},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.4629654884338379},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.44341588020324707},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.42023175954818726},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3403175473213196},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.10096040368080139},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.07847461104393005},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","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/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","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":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","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":false},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000175","qualifier_name":"diagnosis","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":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc.2018.8512756","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2018.8512756","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:30440972","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30440972","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}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.47999998927116394,"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320312387","display_name":"Temple University","ror":"https://ror.org/00kx1jb78"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W1503398984","https://openalex.org/W1522301498","https://openalex.org/W1810943226","https://openalex.org/W1979805785","https://openalex.org/W2024482587","https://openalex.org/W2101713460","https://openalex.org/W2292901520","https://openalex.org/W2345279893","https://openalex.org/W2774975003","https://openalex.org/W2963866024","https://openalex.org/W2964121744","https://openalex.org/W2964199361","https://openalex.org/W3134963548","https://openalex.org/W6631190155","https://openalex.org/W6638273328","https://openalex.org/W6675357634"],"related_works":["https://openalex.org/W4380075502","https://openalex.org/W4223943233","https://openalex.org/W4312200629","https://openalex.org/W4360585206","https://openalex.org/W4364306694","https://openalex.org/W4380086463","https://openalex.org/W4225161397","https://openalex.org/W3014300295","https://openalex.org/W3164822677","https://openalex.org/W4250304930"],"abstract_inverted_index":{"In":[0,62,90],"hospitals,":[1],"physicians":[2],"diagnose":[3],"brain-related":[4],"disorders":[5],"such":[6],"as":[7],"epilepsy":[8],"by":[9,76,140],"analyzing":[10],"electroencephalograms":[11],"(EEG).":[12],"However,":[13],"manual":[14,83],"analysis":[15,65],"of":[16,42,73,97,172],"EEG":[17,110,165],"data":[18,44,50],"requires":[19],"highly":[20],"trained":[21],"clinicians":[22],"or":[23,114],"neurophysiologists":[24],"and":[25,45,59,85,145,153],"is":[26,30,51,106,112],"a":[27,55,137],"procedure":[28],"that":[29,130,177],"known":[31],"to":[32,69,80],"have":[33,158],"relatively":[34],"low":[35],"inter-rater":[36],"agreement":[37],"(IRA).":[38],"Moreover,":[39],"the":[40,43,67,71,78,98,160,170],"volume":[41],"rate":[46],"at":[47],"which":[48,105],"new":[49],"acquired":[52],"makes":[53],"interpretation":[54],"time-consuming,":[56],"resource":[57],"hungry,":[58],"expensive":[60],"process.":[61],"contrast,":[63],"automated":[64],"offers":[66],"potential":[68],"improve":[70],"quality":[72],"patient":[74],"care":[75],"shortening":[77],"time":[79],"diagnosis,":[81],"reducing":[82],"error,":[84],"automatically":[86,131],"detecting":[87],"debilitating":[88],"events.":[89],"this":[91,103,151],"paper,":[92],"we":[93,119],"focus":[94],"on":[95],"one":[96],"early":[99],"decisions":[100],"made":[101],"in":[102],"process":[104],"identifying":[107],"whether":[108],"an":[109],"session":[111],"normal":[113],"abnormal.":[115],"Unlike":[116],"previous":[117],"approaches,":[118],"do":[120],"not":[121],"extract":[122],"hand-engineered":[123],"features":[124],"but":[125],"employ":[126],"deep":[127,179],"neural":[128,182],"networks":[129,183],"learn":[132],"meaningful":[133],"representations.":[134],"We":[135,157,175],"undertake":[136],"holistic":[138],"study":[139],"exploring":[141],"various":[142],"pre-processing":[143],"techniques":[144],"machine":[146],"learning":[147],"algorithms":[148],"for":[149,168],"addressing":[150],"problem":[152],"compare":[154],"their":[155],"performance.":[156],"used":[159],"recently":[161],"released":[162],"\"TUH":[163],"Abnormal":[164],"Corpus\"":[166],"dataset":[167],"evaluating":[169],"performance":[171,187],"these":[173],"algorithms.":[174],"show":[176],"modern":[178],"gated":[180],"recurrent":[181],"achieve":[184],"3.47%":[185],"better":[186],"than":[188],"previously":[189],"reported":[190],"results.":[191]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":14},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":11},{"year":2019,"cited_by_count":7}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
