{"id":"https://openalex.org/W4405270889","doi":"https://doi.org/10.1109/bsn63547.2024.10780713","title":"A Multi-Modal Non-Invasive Deep Learning Framework for Progressive Prediction of Seizures","display_name":"A Multi-Modal Non-Invasive Deep Learning Framework for Progressive Prediction of Seizures","publication_year":2024,"publication_date":"2024-10-15","ids":{"openalex":"https://openalex.org/W4405270889","doi":"https://doi.org/10.1109/bsn63547.2024.10780713"},"language":"en","primary_location":{"id":"doi:10.1109/bsn63547.2024.10780713","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bsn63547.2024.10780713","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 20th International Conference on Body Sensor Networks (BSN)","raw_type":"proceedings-article"},"type":"article","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/A5093723192","display_name":"Ali Saeizadeh","orcid":null},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ali Saeizadeh","raw_affiliation_strings":["Institute for the Wireless Internet of Things, Northeastern University,Boston,MA,U.S.A"],"affiliations":[{"raw_affiliation_string":"Institute for the Wireless Internet of Things, Northeastern University,Boston,MA,U.S.A","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093299806","display_name":"Douglas Schonholtz","orcid":null},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Douglas Schonholtz","raw_affiliation_strings":["Institute for the Wireless Internet of Things, Northeastern University,Boston,MA,U.S.A"],"affiliations":[{"raw_affiliation_string":"Institute for the Wireless Internet of Things, Northeastern University,Boston,MA,U.S.A","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083370613","display_name":"Joseph S. Neimat","orcid":"https://orcid.org/0000-0002-1114-8938"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Joseph S. Neimat","raw_affiliation_strings":["University of Louisville,Louisville,KY,U.S.A"],"affiliations":[{"raw_affiliation_string":"University of Louisville,Louisville,KY,U.S.A","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069833803","display_name":"Pedram Johari","orcid":"https://orcid.org/0000-0001-9107-1418"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pedram Johari","raw_affiliation_strings":["Institute for the Wireless Internet of Things, Northeastern University,Boston,MA,U.S.A"],"affiliations":[{"raw_affiliation_string":"Institute for the Wireless Internet of Things, Northeastern University,Boston,MA,U.S.A","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054337759","display_name":"Tommaso Melodia","orcid":"https://orcid.org/0000-0002-2719-1789"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tommaso Melodia","raw_affiliation_strings":["Institute for the Wireless Internet of Things, Northeastern University,Boston,MA,U.S.A"],"affiliations":[{"raw_affiliation_string":"Institute for the Wireless Internet of Things, Northeastern University,Boston,MA,U.S.A","institution_ids":["https://openalex.org/I12912129"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5093723192"],"corresponding_institution_ids":["https://openalex.org/I12912129"],"apc_list":null,"apc_paid":null,"fwci":0.725,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.71795324,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9984999895095825,"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"}},"topics":[{"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9330999851226807,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9067999720573425,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/modal","display_name":"Modal","score":0.7062135934829712},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7008016109466553},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.536579966545105},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45474928617477417},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.050787270069122314}],"concepts":[{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.7062135934829712},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7008016109466553},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.536579966545105},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45474928617477417},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.050787270069122314},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bsn63547.2024.10780713","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bsn63547.2024.10780713","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 20th International Conference on Body Sensor Networks (BSN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1566689562","https://openalex.org/W2156480002","https://openalex.org/W2192396192","https://openalex.org/W2893778871","https://openalex.org/W2915802812","https://openalex.org/W2963351448","https://openalex.org/W2965644299","https://openalex.org/W3211719457","https://openalex.org/W4221073638","https://openalex.org/W4224983127","https://openalex.org/W4280597942","https://openalex.org/W4318953883","https://openalex.org/W4361268763","https://openalex.org/W4387950321","https://openalex.org/W4392392827"],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W3215138031","https://openalex.org/W3009238340","https://openalex.org/W4360585206","https://openalex.org/W4321369474","https://openalex.org/W4285208911","https://openalex.org/W3082895349","https://openalex.org/W4213079790","https://openalex.org/W2248239756","https://openalex.org/W3086377361"],"abstract_inverted_index":{"This":[0],"paper":[1],"introduces":[2],"an":[3,38,142],"innovative":[4],"framework":[5,78],"designed":[6],"for":[7,60,106,152],"progressive":[8],"(granular":[9],"in":[10,121],"time":[11,134,151],"to":[12,67,73,135,141,145],"onset)":[13],"prediction":[14,100],"of":[15,20,90],"seizures":[16,136],"through":[17],"the":[18,132,146],"utilization":[19],"a":[21,33,45,88],"Deep":[22],"Learning":[23],"(DL)":[24],"methodology":[25],"based":[26],"on":[27,109],"non-invasive":[28,91],"multimodal":[29,156],"sensor":[30],"networks.":[31],"Epilepsy,":[32],"debilitating":[34],"neurological":[35],"condition,":[36],"affects":[37],"estimated":[39],"65":[40],"million":[41],"individuals":[42,68],"globally,":[43],"with":[44],"substantial":[46],"proportion":[47],"facing":[48],"drug-resistant":[49],"epilepsy":[50],"despite":[51],"pharmacolog-ical":[52],"interventions.":[53],"To":[54],"address":[55],"this":[56],"challenge,":[57],"we":[58],"advocate":[59],"predictive":[61],"systems":[62],"that":[63],"provide":[64],"timely":[65],"alerts":[66],"at":[69],"risk,":[70],"enabling":[71],"them":[72],"take":[74],"precautionary":[75],"actions.":[76,154],"Our":[77,155],"employs":[79],"advanced":[80],"DL":[81],"techniques":[82],"and":[83,94,115,163],"uses":[84],"personalized":[85],"data":[86,117],"from":[87],"network":[89],"electroencephalogram":[92],"(EEG)":[93],"electrocardiogram":[95],"(ECG)":[96],"sensors,":[97],"thereby":[98],"enhancing":[99],"accuracy.":[101],"The":[102],"algorithms":[103],"are":[104],"optimized":[105],"real-time":[107],"processing":[108],"edge":[110],"devices,":[111],"mitigating":[112],"privacy":[113],"concerns":[114],"minimizing":[116],"transmission":[118],"overhead":[119],"inherent":[120],"cloud-based":[122],"solutions,":[123],"ultimately":[124],"preserving":[125],"battery":[126],"energy.":[127],"Additionally,":[128],"our":[129],"system":[130],"predicts":[131],"countdown":[133],"(with":[137],"15-minute":[138],"intervals":[139],"up":[140],"hour":[143],"prior":[144],"onset),":[147],"offering":[148],"critical":[149],"lead":[150],"preventive":[153],"model":[157],"achieves":[158],"95%":[159],"sensitivity,":[160],"98%":[161],"specificity,":[162],"97%":[164],"accuracy,":[165],"averaged":[166],"among":[167],"29":[168],"patients.":[169]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}