{"id":"https://openalex.org/W4401751447","doi":"https://doi.org/10.1109/isbi56570.2024.10635822","title":"Time CNN and Graph Convolution Network for Epileptic Spike Detection in Meg Data","display_name":"Time CNN and Graph Convolution Network for Epileptic Spike Detection in Meg Data","publication_year":2024,"publication_date":"2024-05-27","ids":{"openalex":"https://openalex.org/W4401751447","doi":"https://doi.org/10.1109/isbi56570.2024.10635822"},"language":"en","primary_location":{"id":"doi:10.1109/isbi56570.2024.10635822","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi56570.2024.10635822","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hal.science/hal-04244255v1/file/2310.09236.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5026674091","display_name":"Pauline Mouch\u00e8s","orcid":"https://orcid.org/0000-0002-0304-5584"},"institutions":[{"id":"https://openalex.org/I4210095118","display_name":"Centre de Recherche en Neurosciences de Lyon","ror":"https://ror.org/00pdd0432","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I154526488","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I4210095118","https://openalex.org/I4210096427","https://openalex.org/I4405259976"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Pauline Mouches","raw_affiliation_strings":["Lyon Neuroscience Research Center,Lyon,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lyon Neuroscience Research Center,Lyon,France","institution_ids":["https://openalex.org/I4210095118"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093073543","display_name":"Thibaut Dejean","orcid":null},"institutions":[{"id":"https://openalex.org/I4210095118","display_name":"Centre de Recherche en Neurosciences de Lyon","ror":"https://ror.org/00pdd0432","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I154526488","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I4210095118","https://openalex.org/I4210096427","https://openalex.org/I4405259976"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Thibaut Dejean","raw_affiliation_strings":["Lyon Neuroscience Research Center,Lyon,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lyon Neuroscience Research Center,Lyon,France","institution_ids":["https://openalex.org/I4210095118"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005169494","display_name":"Julien Jung","orcid":"https://orcid.org/0000-0002-9274-0086"},"institutions":[{"id":"https://openalex.org/I4210095118","display_name":"Centre de Recherche en Neurosciences de Lyon","ror":"https://ror.org/00pdd0432","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I154526488","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I4210095118","https://openalex.org/I4210096427","https://openalex.org/I4405259976"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Julien Jung","raw_affiliation_strings":["Lyon Neuroscience Research Center,Lyon,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lyon Neuroscience Research Center,Lyon,France","institution_ids":["https://openalex.org/I4210095118"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081868502","display_name":"Romain Bouet","orcid":"https://orcid.org/0000-0002-3690-2976"},"institutions":[{"id":"https://openalex.org/I4210095118","display_name":"Centre de Recherche en Neurosciences de Lyon","ror":"https://ror.org/00pdd0432","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I154526488","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I4210095118","https://openalex.org/I4210096427","https://openalex.org/I4405259976"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Romain Bouet","raw_affiliation_strings":["Lyon Neuroscience Research Center,Lyon,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lyon Neuroscience Research Center,Lyon,France","institution_ids":["https://openalex.org/I4210095118"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063925001","display_name":"Carole Lartizien","orcid":"https://orcid.org/0000-0001-7594-4231"},"institutions":[{"id":"https://openalex.org/I100532134","display_name":"Universit\u00e9 Claude Bernard Lyon 1","ror":"https://ror.org/029brtt94","country_code":"FR","type":"education","lineage":["https://openalex.org/I100532134","https://openalex.org/I203339264"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I154526488","display_name":"Inserm","ror":"https://ror.org/02vjkv261","country_code":"FR","type":"government","lineage":["https://openalex.org/I154526488"]},{"id":"https://openalex.org/I4210118047","display_name":"Laboratoire d\u2019Imagerie Biom\u00e9dicale","ror":"https://ror.org/02b9znm90","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I154526488","https://openalex.org/I39804081","https://openalex.org/I4210096427","https://openalex.org/I4210118047"]},{"id":"https://openalex.org/I4210138704","display_name":"Centre de Recherche en Acquisition et Traitement de l'Image pour la Sant\u00e9","ror":"https://ror.org/03smk3872","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I154526488","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I4210095849","https://openalex.org/I4210100596","https://openalex.org/I4210105738","https://openalex.org/I4210138704","https://openalex.org/I4210159245","https://openalex.org/I4405259976","https://openalex.org/I48430043"]},{"id":"https://openalex.org/I48430043","display_name":"Institut National des Sciences Appliqu\u00e9es de Lyon","ror":"https://ror.org/050jn9y42","country_code":"FR","type":"education","lineage":["https://openalex.org/I203339264","https://openalex.org/I48430043"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Carole Lartizien","raw_affiliation_strings":["Univ Lyon, CNRS, Inserm, INSA Lyon, UCBL, CREATIS,Villeurbanne,France","MYRIAD - Modeling & analysis for medical imaging and Diagnosis (France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ Lyon, CNRS, Inserm, INSA Lyon, UCBL, CREATIS,Villeurbanne,France","institution_ids":["https://openalex.org/I100532134","https://openalex.org/I1294671590","https://openalex.org/I4210138704","https://openalex.org/I154526488","https://openalex.org/I48430043"]},{"raw_affiliation_string":"MYRIAD - Modeling & analysis for medical imaging and Diagnosis (France)","institution_ids":["https://openalex.org/I4210118047"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035809054","display_name":"Romain Quentin","orcid":"https://orcid.org/0000-0001-7659-3605"},"institutions":[{"id":"https://openalex.org/I4210095118","display_name":"Centre de Recherche en Neurosciences de Lyon","ror":"https://ror.org/00pdd0432","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I154526488","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I4210095118","https://openalex.org/I4210096427","https://openalex.org/I4405259976"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Romain Quentin","raw_affiliation_strings":["Lyon Neuroscience Research Center,Lyon,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lyon Neuroscience Research Center,Lyon,France","institution_ids":["https://openalex.org/I4210095118"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.6561,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.83179029,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9994999766349792,"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":0.9994999766349792,"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/T10241","display_name":"Functional Brain Connectivity Studies","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"}},{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9915000200271606,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/computer-science","display_name":"Computer science","score":0.7408406734466553},{"id":"https://openalex.org/keywords/spike","display_name":"Spike (software development)","score":0.6164847612380981},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.5703582167625427},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5570569038391113},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.547859787940979},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.48886603116989136},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.18558961153030396},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.14985620975494385}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7408406734466553},{"id":"https://openalex.org/C2781390188","wikidata":"https://www.wikidata.org/wiki/Q25203449","display_name":"Spike (software development)","level":2,"score":0.6164847612380981},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.5703582167625427},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5570569038391113},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.547859787940979},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.48886603116989136},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.18558961153030396},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.14985620975494385},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/isbi56570.2024.10635822","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi56570.2024.10635822","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-04244255v1","is_oa":true,"landing_page_url":"https://hal.science/hal-04244255","pdf_url":"https://hal.science/hal-04244255v1/file/2310.09236.pdf","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Symposium on Biomedical Imaging (ISBI 2024), May 2024, Ath\u00e8nes, Greece. ⟨10.1109/ISBI56570.2024.10635822⟩","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:HAL:hal-04680447v1","is_oa":false,"landing_page_url":"https://hal.science/hal-04680447","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Psycoloquy, 2024, pp.1-5. ⟨10.1109/ISBI56570.2024.10635822⟩","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-04244255v1","is_oa":true,"landing_page_url":"https://hal.science/hal-04244255","pdf_url":"https://hal.science/hal-04244255v1/file/2310.09236.pdf","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Symposium on Biomedical Imaging (ISBI 2024), May 2024, Ath\u00e8nes, Greece. ⟨10.1109/ISBI56570.2024.10635822⟩","raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/5","display_name":"Gender equality","score":0.4300000071525574}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4401751447.pdf","grobid_xml":"https://content.openalex.org/works/W4401751447.grobid-xml"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W2105998269","https://openalex.org/W2169918686","https://openalex.org/W2752782242","https://openalex.org/W2884561390","https://openalex.org/W2896977870","https://openalex.org/W2964015378","https://openalex.org/W2995904286","https://openalex.org/W3092783643","https://openalex.org/W3165031368","https://openalex.org/W3207445189","https://openalex.org/W4212774754","https://openalex.org/W4280616982","https://openalex.org/W6631190155","https://openalex.org/W6631943919","https://openalex.org/W6726873649","https://openalex.org/W6760045743","https://openalex.org/W6763301180","https://openalex.org/W6786060502"],"related_works":["https://openalex.org/W2174331923","https://openalex.org/W2050175337","https://openalex.org/W2329992713","https://openalex.org/W3050304047","https://openalex.org/W2317338006","https://openalex.org/W2385487847","https://openalex.org/W2062974934","https://openalex.org/W2385476654","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"Magnetoencephalography":[0],"(MEG)":[1],"recordings":[2],"of":[3,12,21,45,68,82],"patients":[4],"with":[5,87],"epilepsy":[6],"exhibit":[7],"spikes,":[8],"a":[9,35,54,73,88,116,140],"typical":[10],"biomarker":[11],"the":[13,43,80,84,123],"pathology.":[14],"Detecting":[15],"those":[16],"spikes":[17],"allows":[18],"accurate":[19],"localization":[20],"brain":[22],"regions":[23],"triggering":[24],"seizures.":[25],"Spike":[26],"detection":[27],"is":[28,34],"often":[29],"performed":[30],"manually.":[31],"However,":[32],"it":[33],"burdensome":[36],"and":[37,107],"error":[38],"prone":[39],"task":[40],"due":[41],"to":[42,63,94],"complexity":[44],"MEG":[46,69,97],"data.":[47],"To":[48],"address":[49],"this":[50],"problem,":[51],"we":[52,78],"propose":[53],"lightweight":[55],"1D":[56],"temporal":[57],"convolutional":[58,90],"neural":[59],"network":[60,91],"(Time":[61,92],"CNN)":[62],"classify":[64],"short":[65],"time":[66],"frames":[67],"recording":[70],"as":[71],"containing":[72],"spike":[74],"or":[75],"not.":[76],"Furthermore,":[77],"investigate":[79],"benefits":[81],"coupling":[83],"Time":[85,120,132],"CNN":[86,133],"graph":[89],"CNN-GCN),":[93],"account":[95],"for":[96],"sensors":[98],"spatial":[99],"relationships.":[100],"Our":[101],"models":[102],"produce":[103],"clinically":[104],"relevant":[105],"results":[106],"outperform":[108],"state-of-the-art":[109],"methods":[110],"based":[111],"on":[112,139],"deep":[113],"CNNs.":[114],"On":[115],"balanced":[117],"dataset,":[118],"our":[119,131],"CNN-GCN":[121],"achieves":[122],"best":[124,136],"performances":[125],"(spike":[126,145],"class":[127,146],"f1-score:":[128,147],"76.7%)":[129],"while":[130],"alone":[134],"performs":[135],"when":[137],"tested":[138],"realistic,":[141],"highly":[142],"imbalanced":[143],"dataset":[144],"25.5%).":[148]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5}],"updated_date":"2026-07-03T08:13:44.112507","created_date":"2025-10-10T00:00:00"}