{"id":"https://openalex.org/W4390992071","doi":"https://doi.org/10.1109/bibm58861.2023.10385445","title":"A Deep Learning Method with Multi-view Attention and Multi-branch GCN for BECT Diagnosis","display_name":"A Deep Learning Method with Multi-view Attention and Multi-branch GCN for BECT Diagnosis","publication_year":2023,"publication_date":"2023-12-05","ids":{"openalex":"https://openalex.org/W4390992071","doi":"https://doi.org/10.1109/bibm58861.2023.10385445"},"language":"en","primary_location":{"id":"doi:10.1109/bibm58861.2023.10385445","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm58861.2023.10385445","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"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/A5100351820","display_name":"Lin Zhang","orcid":"https://orcid.org/0000-0002-0949-2449"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Zhang","raw_affiliation_strings":["Shanghai Jiao Tong University,Department of Computer Science and Engineering,Shanghai,China","Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Department of Computer Science and Engineering,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079520367","display_name":"Yun Ren","orcid":"https://orcid.org/0000-0003-2171-5913"},"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/I4210159420","display_name":"Shanghai Children's Hospital","ror":"https://ror.org/05pea1m70","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210159420"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yun Ren","raw_affiliation_strings":["Shanghai Jiao Tong University,Shanghai Children&#x2019;s Hospital, School of Medicine,Department of Neurology,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Shanghai Children&#x2019;s Hospital, School of Medicine,Department of Neurology,Shanghai,China","institution_ids":["https://openalex.org/I4210159420","https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102929911","display_name":"Fang Yuan","orcid":"https://orcid.org/0000-0002-1368-2093"},"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/I4210159420","display_name":"Shanghai Children's Hospital","ror":"https://ror.org/05pea1m70","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210159420"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fang Yuan","raw_affiliation_strings":["Shanghai Jiao Tong University,Shanghai Children&#x2019;s Hospital, School of Medicine,Department of Neurology,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Shanghai Children&#x2019;s Hospital, School of Medicine,Department of Neurology,Shanghai,China","institution_ids":["https://openalex.org/I4210159420","https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001048199","display_name":"Yangxin Zhu","orcid":null},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yangxin Zhu","raw_affiliation_strings":["Shanghai Jiao Tong University,Department of Computer Science and Engineering,Shanghai,China","Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Department of Computer Science and Engineering,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073963268","display_name":"Shikui Tu","orcid":"https://orcid.org/0000-0001-6270-0449"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shikui Tu","raw_affiliation_strings":["Shanghai Jiao Tong University,Department of Computer Science and Engineering,Shanghai,China","Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Department of Computer Science and Engineering,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004035957","display_name":"Yucai Chen","orcid":"https://orcid.org/0000-0002-0626-0001"},"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/I4210159420","display_name":"Shanghai Children's Hospital","ror":"https://ror.org/05pea1m70","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210159420"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yucai Chen","raw_affiliation_strings":["Shanghai Jiao Tong University,Shanghai Children&#x2019;s Hospital, School of Medicine,Department of Neurology,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Shanghai Children&#x2019;s Hospital, School of Medicine,Department of Neurology,Shanghai,China","institution_ids":["https://openalex.org/I4210159420","https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111117128","display_name":"Lei Xu","orcid":"https://orcid.org/0009-0007-6760-7172"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Xu","raw_affiliation_strings":["Shanghai Jiao Tong University,Department of Computer Science and Engineering,Shanghai,China","Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Department of Computer Science and Engineering,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1718","last_page":"1723"},"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/T10094","display_name":"Epilepsy research and treatment","score":0.9994999766349792,"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/T11184","display_name":"Neonatal and fetal brain pathology","score":0.9897000193595886,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"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/deep-learning","display_name":"Deep learning","score":0.6151851415634155},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6123381853103638},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.6071082353591919},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5884032249450684},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.5628371238708496},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5600799322128296},{"id":"https://openalex.org/keywords/sleep","display_name":"Sleep (system call)","score":0.48140549659729004},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35648056864738464},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.31454116106033325},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.1370028853416443}],"concepts":[{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6151851415634155},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6123381853103638},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.6071082353591919},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5884032249450684},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.5628371238708496},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5600799322128296},{"id":"https://openalex.org/C2775841894","wikidata":"https://www.wikidata.org/wiki/Q4683692","display_name":"Sleep (system call)","level":2,"score":0.48140549659729004},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35648056864738464},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.31454116106033325},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.1370028853416443},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm58861.2023.10385445","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm58861.2023.10385445","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1483933599","https://openalex.org/W1970727126","https://openalex.org/W2752782242","https://openalex.org/W2889617221","https://openalex.org/W2893496867","https://openalex.org/W2964015378","https://openalex.org/W2981592874","https://openalex.org/W3035072094","https://openalex.org/W3038211111","https://openalex.org/W3201500044","https://openalex.org/W4205363795","https://openalex.org/W4205580318","https://openalex.org/W4401643241","https://openalex.org/W6726873649","https://openalex.org/W6801994942"],"related_works":["https://openalex.org/W2395385109","https://openalex.org/W2773633178","https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3193565141","https://openalex.org/W3133861977","https://openalex.org/W2951211570","https://openalex.org/W3103566983","https://openalex.org/W3167935049","https://openalex.org/W3029198973"],"abstract_inverted_index":{"Epilepsy":[0,55],"is":[1,68,107,267],"a":[2,10,33,81,109,122,145],"prevalent":[3],"chronic":[4],"neurological":[5],"disorder":[6],"in":[7,35,163,177,259],"childhood,":[8],"imposing":[9],"heavy":[11],"burden":[12],"on":[13,92,140],"patients":[14],"and":[15,23,148,159,181,196,207,216,222,226,236,252,261],"their":[16],"families.":[17],"The":[18,264],"development":[19],"of":[20,26,44,64,84,96,103,187,232,243,255],"deep":[21],"learning":[22],"the":[24,41,60,94,100,104,113,164,170,178,194,200,229,241,244,249],"accumulation":[25],"clinical":[27],"medical":[28],"data":[29],"has":[30],"led":[31],"to":[32,155,203],"surge":[34],"neural":[36,152],"network":[37,153],"algorithms":[38],"proposed":[39],"for":[40,52,74,112,219,228],"automatic":[42],"detection":[43],"childhood":[45,65],"epilepsy":[46],"using":[47,86],"electroencephalogram":[48],"(EEG)":[49],"signals.":[50,192],"However,":[51],"Benign":[53],"Childhood":[54],"with":[56],"Centro-Temporal":[57],"Spikes":[58],"(BECT),":[59],"most":[61],"common":[62],"type":[63],"epilepsy,":[66],"there":[67,79],"no":[69],"large-scale":[70],"public":[71],"dataset":[72,124],"available":[73],"its":[75],"detection.":[76],"Moreover,":[77],"although":[78],"were":[80],"few":[82],"studies":[83],"BECT":[85,123,197,220,235],"private":[87],"data,":[88],"they":[89],"focused":[90],"only":[91],"identifying":[93],"presence":[95],"abnormal":[97,157,205],"discharges,":[98,105],"ignoring":[99],"sleep":[101,161,195,210,223,237],"stage":[102,224],"which":[106],"actually":[108],"critical":[110],"factor":[111],"doctor\u2019s":[114],"diagnosis.":[115],"To":[116],"tackle":[117],"these":[118],"challenges,":[119],"we":[120,143],"create":[121],"containing":[125],"more":[126],"than":[127],"38,000":[128],"real":[129],"samples":[130],"from":[131,173],"100":[132],"subjects,":[133],"meticulously":[134],"annotated":[135],"by":[136],"neurology":[137],"experts.":[138],"Building":[139],"this":[141],"dataset,":[142],"propose":[144],"multi-view":[146,245],"attention":[147,175,246],"multi-branch":[149],"graph":[150],"convolutional":[151],"(MAMB)":[154],"differentiate":[156,208],"discharges":[158,206],"classify":[160],"stages":[162],"samples.":[165],"Experimental":[166],"results":[167],"demonstrate":[168],"that":[169],"model":[171,213,250],"benefits":[172],"three-dimensional":[174],"mechanisms":[176],"spatial,":[179],"temporal,":[180],"spectral":[182],"domains,":[183],"allowing":[184],"better":[185],"exploration":[186],"intrinsic":[188],"relationships":[189],"within":[190],"EEG":[191],"Additionally,":[193],"branches":[198],"enhance":[199],"model\u2019s":[201],"ability":[202],"detect":[204],"various":[209],"stages.":[211],"Our":[212],"achieves":[214],"88.07%":[215],"90.91%":[217],"accuracy":[218],"classification":[221],"staging,":[225],"81.93%":[227],"four-classification":[230],"task":[231],"simultaneously":[233],"judging":[234],"stage.":[238],"In":[239],"addition,":[240],"introduction":[242],"mechanism":[247],"makes":[248],"interpretable":[251],"raises":[253],"hopes":[254],"further":[256],"assisting":[257],"experts":[258],"disease":[260],"medication":[262],"analysis.":[263],"implementation":[265],"code":[266],"shown":[268],"at":[269],"github":[270],"<sup":[271],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[272],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">1</sup>":[273],".":[274]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
