{"id":"https://openalex.org/W4313431595","doi":"https://doi.org/10.1142/s0129065723500144","title":"Compact Convolutional Neural Network with Multi-Headed Attention Mechanism for Seizure Prediction","display_name":"Compact Convolutional Neural Network with Multi-Headed Attention Mechanism for Seizure Prediction","publication_year":2023,"publication_date":"2023-01-03","ids":{"openalex":"https://openalex.org/W4313431595","doi":"https://doi.org/10.1142/s0129065723500144","pmid":"https://pubmed.ncbi.nlm.nih.gov/36811492"},"language":"en","primary_location":{"id":"doi:10.1142/s0129065723500144","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065723500144","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-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/A5018140935","display_name":"Xin Ding","orcid":"https://orcid.org/0000-0003-1115-4075"},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Ding","raw_affiliation_strings":["Shandong Province Key Laboratory of Medical Physics and Image Processing Technology, School of Physics and Electronics, Shandong Normal University, Jinan 250358, P. R. China"],"affiliations":[{"raw_affiliation_string":"Shandong Province Key Laboratory of Medical Physics and Image Processing Technology, School of Physics and Electronics, Shandong Normal University, Jinan 250358, P. R. China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056899169","display_name":"Weiwei Nie","orcid":null},"institutions":[{"id":"https://openalex.org/I4210163399","display_name":"Shandong First Medical University","ror":"https://ror.org/05jb9pq57","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163399"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiwei Nie","raw_affiliation_strings":["The First Affiliated Hospital of Shandong First Medical University, Shandong First Medical University, Jinan 250014, P. R. China"],"affiliations":[{"raw_affiliation_string":"The First Affiliated Hospital of Shandong First Medical University, Shandong First Medical University, Jinan 250014, P. R. China","institution_ids":["https://openalex.org/I4210163399"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075981051","display_name":"Xinyu Liu","orcid":"https://orcid.org/0000-0001-5885-5026"},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinyu Liu","raw_affiliation_strings":["Shandong Province Key Laboratory of Medical Physics and Image Processing Technology, School of Physics and Electronics, Shandong Normal University, Jinan 250358, P. R. China"],"affiliations":[{"raw_affiliation_string":"Shandong Province Key Laboratory of Medical Physics and Image Processing Technology, School of Physics and Electronics, Shandong Normal University, Jinan 250358, P. R. China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046614213","display_name":"Xiuying Wang","orcid":"https://orcid.org/0000-0001-7160-5929"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Xiuying Wang","raw_affiliation_strings":["School of Computer Science, The University of Sydney, Sydney, NSW 2006, Australia"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, The University of Sydney, Sydney, NSW 2006, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019180907","display_name":"Qi Yuan","orcid":"https://orcid.org/0000-0002-1342-3374"},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qi Yuan","raw_affiliation_strings":["Shandong Province Key Laboratory of Medical Physics and Image Processing Technology, School of Physics and Electronics, Shandong Normal University, Jinan 250358, P. R. China"],"affiliations":[{"raw_affiliation_string":"Shandong Province Key Laboratory of Medical Physics and Image Processing Technology, School of Physics and Electronics, Shandong Normal University, Jinan 250358, P. R. China","institution_ids":["https://openalex.org/I28006308"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5019180907","https://openalex.org/A5046614213"],"corresponding_institution_ids":["https://openalex.org/I129604602","https://openalex.org/I28006308"],"apc_list":null,"apc_paid":null,"fwci":7.0512,"has_fulltext":false,"cited_by_count":39,"citation_normalized_percentile":{"value":0.97824778,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"33","issue":"03","first_page":"2350014","last_page":"2350014"},"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":0.996999979019165,"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9914000034332275,"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/overfitting","display_name":"Overfitting","score":0.919542670249939},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7698419094085693},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7289576530456543},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6929866075515747},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.6546146869659424},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6364896893501282},{"id":"https://openalex.org/keywords/ictal","display_name":"Ictal","score":0.6004180908203125},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.5598682165145874},{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.519770085811615},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5073162913322449},{"id":"https://openalex.org/keywords/epileptic-seizure","display_name":"Epileptic seizure","score":0.46953925490379333},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.44378334283828735},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.41889631748199463},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.38591694831848145},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.10889691114425659},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.09849536418914795},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07348337769508362}],"concepts":[{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.919542670249939},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7698419094085693},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7289576530456543},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6929866075515747},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.6546146869659424},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6364896893501282},{"id":"https://openalex.org/C17755696","wikidata":"https://www.wikidata.org/wiki/Q16564780","display_name":"Ictal","level":3,"score":0.6004180908203125},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.5598682165145874},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.519770085811615},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5073162913322449},{"id":"https://openalex.org/C2779334592","wikidata":"https://www.wikidata.org/wiki/Q6279182","display_name":"Epileptic seizure","level":3,"score":0.46953925490379333},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.44378334283828735},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41889631748199463},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.38591694831848145},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.10889691114425659},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.09849536418914795},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07348337769508362},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.0}],"mesh":[{"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":"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":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"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":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","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":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1142/s0129065723500144","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065723500144","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},{"id":"pmid:36811492","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36811492","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":"International journal of neural systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.6600000262260437,"id":"https://metadata.un.org/sdg/10"}],"awards":[{"id":"https://openalex.org/G2176193190","display_name":null,"funder_award_id":"61501283","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3718401016","display_name":null,"funder_award_id":"201908370027","funder_id":"https://openalex.org/F4320331311","funder_display_name":"China Oxford Scholarship Fund"},{"id":"https://openalex.org/G3982910504","display_name":null,"funder_award_id":"2017M622219","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G7726305087","display_name":null,"funder_award_id":"ZR202102250786","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null},{"id":"https://openalex.org/F4320331311","display_name":"China Oxford Scholarship Fund","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":87,"referenced_works":["https://openalex.org/W1972864710","https://openalex.org/W2021175457","https://openalex.org/W2032514874","https://openalex.org/W2043596210","https://openalex.org/W2114936913","https://openalex.org/W2119234283","https://openalex.org/W2154601099","https://openalex.org/W2162800060","https://openalex.org/W2319851220","https://openalex.org/W2338092193","https://openalex.org/W2345279893","https://openalex.org/W2547104198","https://openalex.org/W2593029741","https://openalex.org/W2594111781","https://openalex.org/W2622826443","https://openalex.org/W2623028730","https://openalex.org/W2736832651","https://openalex.org/W2745722915","https://openalex.org/W2759483166","https://openalex.org/W2766958857","https://openalex.org/W2771517407","https://openalex.org/W2780723646","https://openalex.org/W2793119512","https://openalex.org/W2795691199","https://openalex.org/W2797694788","https://openalex.org/W2799610518","https://openalex.org/W2804824909","https://openalex.org/W2808093605","https://openalex.org/W2898040341","https://openalex.org/W2901730235","https://openalex.org/W2908199053","https://openalex.org/W2912922541","https://openalex.org/W2921440296","https://openalex.org/W2943833480","https://openalex.org/W2945356737","https://openalex.org/W2963420686","https://openalex.org/W2965277555","https://openalex.org/W2966126335","https://openalex.org/W2974016341","https://openalex.org/W2976267777","https://openalex.org/W2977912634","https://openalex.org/W2979835823","https://openalex.org/W2992904850","https://openalex.org/W2992989584","https://openalex.org/W2996746229","https://openalex.org/W3007223525","https://openalex.org/W3007323983","https://openalex.org/W3014186485","https://openalex.org/W3014558148","https://openalex.org/W3021412273","https://openalex.org/W3031404175","https://openalex.org/W3082062168","https://openalex.org/W3086431504","https://openalex.org/W3093630321","https://openalex.org/W3094641029","https://openalex.org/W3094644839","https://openalex.org/W3097480381","https://openalex.org/W3103298250","https://openalex.org/W3107281365","https://openalex.org/W3111419336","https://openalex.org/W3118794207","https://openalex.org/W3131060501","https://openalex.org/W3139112705","https://openalex.org/W3146685014","https://openalex.org/W3154414470","https://openalex.org/W3161484070","https://openalex.org/W3165773275","https://openalex.org/W3175836333","https://openalex.org/W3183266704","https://openalex.org/W3192474593","https://openalex.org/W3195771524","https://openalex.org/W3197467052","https://openalex.org/W3206324376","https://openalex.org/W3208327004","https://openalex.org/W3213144748","https://openalex.org/W4205160358","https://openalex.org/W4220653727","https://openalex.org/W4220807044","https://openalex.org/W4221004946","https://openalex.org/W4225514482","https://openalex.org/W4225716641","https://openalex.org/W4226194808","https://openalex.org/W4229077016","https://openalex.org/W4229441194","https://openalex.org/W4281740372","https://openalex.org/W4281858690","https://openalex.org/W4286493315"],"related_works":["https://openalex.org/W4362597605","https://openalex.org/W1574414179","https://openalex.org/W4297676672","https://openalex.org/W3009056573","https://openalex.org/W2922073769","https://openalex.org/W4281702477","https://openalex.org/W2405240590","https://openalex.org/W2809907213","https://openalex.org/W3091390542","https://openalex.org/W2166624857"],"abstract_inverted_index":{"Epilepsy":[0],"is":[1,12,103],"a":[2,26,34],"neurological":[3],"disorder":[4],"related":[5],"to":[6,88,106],"frequent":[7],"seizures.":[8],"Automatic":[9],"seizure":[10,30,78,151],"prediction":[11,31,137,152,170,175],"crucial":[13],"for":[14,29,67,77],"the":[15,46,51,55,61,80,85,96,117,122,147],"prevention":[16],"and":[17,54,92,129,140,158,176],"treatment":[18],"of":[19,95,133,150,174],"epilepsy.":[20],"In":[21,43],"this":[22,44,100],"paper,":[23],"we":[24],"propose":[25],"novel":[27],"model":[28,102],"that":[32,154,165],"incorporates":[33],"convolutional":[35],"neural":[36],"network":[37],"(CNN)":[38],"with":[39,73],"multi-head":[40],"attention":[41,57,83],"mechanism.":[42],"model,":[45],"shallow":[47,86],"CNN":[48,75,87],"automatically":[49],"captures":[50],"EEG":[52,70,119,127],"features,":[53],"multi-headed":[56,82],"focuses":[58],"on":[59],"discriminating":[60],"effective":[62],"information":[63],"among":[64],"these":[65],"features":[66],"identifying":[68],"pre-ictal":[69],"segments.":[71],"Compared":[72],"current":[74],"models":[76],"prediction,":[79],"embedded":[81],"empowers":[84],"be":[89],"more":[90,104],"flexible,":[91],"enables":[93],"improvement":[94],"training":[97],"efficiency.":[98],"Hence,":[99],"compact":[101],"resistant":[105],"being":[107],"trapped":[108],"in":[109,172],"overfitting.":[110],"The":[111,161],"proposed":[112],"method":[113,145,167],"was":[114,155],"evaluated":[115],"over":[116],"scalp":[118],"data":[120],"from":[121],"two":[123],"publicly":[124],"available":[125],"epileptic":[126],"databases,":[128],"achieved":[130,146],"outperforming":[131],"values":[132],"event-level":[134],"sensitivity,":[135],"false":[136],"rate":[138],"(FPR),":[139],"epoch-level":[141],"F1.":[142],"Furthermore,":[143],"our":[144,166],"stable":[148],"length":[149],"time":[153],"between":[156],"14":[157],"15":[159],"min.":[160],"experimental":[162],"comparisons":[163],"showed":[164],"outperformed":[168],"other":[169],"methods":[171],"terms":[173],"generalization":[177],"performance.":[178]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":15},{"year":2024,"cited_by_count":16},{"year":2023,"cited_by_count":7}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
