{"id":"https://openalex.org/W4205488690","doi":"https://doi.org/10.1109/bibm52615.2021.9669843","title":"Seizure Forecasting from Subcutaneous EEG Using Long Short Term Memory Neural Networks: Algorithm Development and Optimization","display_name":"Seizure Forecasting from Subcutaneous EEG Using Long Short Term Memory Neural Networks: Algorithm Development and Optimization","publication_year":2021,"publication_date":"2021-12-09","ids":{"openalex":"https://openalex.org/W4205488690","doi":"https://doi.org/10.1109/bibm52615.2021.9669843"},"language":"en","primary_location":{"id":"doi:10.1109/bibm52615.2021.9669843","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm52615.2021.9669843","pdf_url":null,"source":{"id":"https://openalex.org/S4363607735","display_name":"2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 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/A5080726390","display_name":"Tal Pal Attia","orcid":"https://orcid.org/0000-0003-3456-9628"},"institutions":[{"id":"https://openalex.org/I1330342723","display_name":"Mayo Clinic","ror":"https://ror.org/02qp3tb03","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1330342723"]},{"id":"https://openalex.org/I4210165005","display_name":"BioElectronics (United States)","ror":"https://ror.org/05mh3a113","country_code":"US","type":"company","lineage":["https://openalex.org/I4210165005"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tal Pal Attia","raw_affiliation_strings":["Bioelectronics Neurophysiology and Engineering Lab, Mayo Clinic, Rochester, MN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bioelectronics Neurophysiology and Engineering Lab, Mayo Clinic, Rochester, MN","institution_ids":["https://openalex.org/I1330342723","https://openalex.org/I4210165005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030647442","display_name":"Pedro F. Viana","orcid":"https://orcid.org/0000-0003-0861-8705"},"institutions":[{"id":"https://openalex.org/I183935753","display_name":"King's College London","ror":"https://ror.org/0220mzb33","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I183935753"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Pedro F. Viana","raw_affiliation_strings":["King\u2019s College London, Institute of Psychiatry, Psychology and Neuroscience, London, UK","King's College London, Institute of Psychiatry, Psychology and Neuroscience, London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"King\u2019s College London, Institute of Psychiatry, Psychology and Neuroscience, London, UK","institution_ids":["https://openalex.org/I183935753"]},{"raw_affiliation_string":"King's College London, Institute of Psychiatry, Psychology and Neuroscience, London, UK","institution_ids":["https://openalex.org/I183935753"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057958917","display_name":"Mona Nasseri","orcid":"https://orcid.org/0000-0002-2511-1458"},"institutions":[{"id":"https://openalex.org/I11874761","display_name":"University of North Florida","ror":"https://ror.org/01j903a45","country_code":"US","type":"education","lineage":["https://openalex.org/I11874761"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mona Nasseri","raw_affiliation_strings":["School of Engineering, University of North Florida, Jacksonville, FL"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering, University of North Florida, Jacksonville, FL","institution_ids":["https://openalex.org/I11874761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041903309","display_name":"Mark P. Richardson","orcid":"https://orcid.org/0000-0001-8925-3140"},"institutions":[{"id":"https://openalex.org/I183935753","display_name":"King's College London","ror":"https://ror.org/0220mzb33","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I183935753"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mark P. Richardson","raw_affiliation_strings":["King\u2019s College London, Institute of Psychiatry, Psychology and Neuroscience, London, UK","King's College London, Institute of Psychiatry, Psychology and Neuroscience, London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"King\u2019s College London, Institute of Psychiatry, Psychology and Neuroscience, London, UK","institution_ids":["https://openalex.org/I183935753"]},{"raw_affiliation_string":"King's College London, Institute of Psychiatry, Psychology and Neuroscience, London, UK","institution_ids":["https://openalex.org/I183935753"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068014315","display_name":"Benjamin H. Brinkmann","orcid":"https://orcid.org/0000-0002-2392-8608"},"institutions":[{"id":"https://openalex.org/I1330342723","display_name":"Mayo Clinic","ror":"https://ror.org/02qp3tb03","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1330342723"]},{"id":"https://openalex.org/I4210165005","display_name":"BioElectronics (United States)","ror":"https://ror.org/05mh3a113","country_code":"US","type":"company","lineage":["https://openalex.org/I4210165005"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Benjamin H. Brinkmann","raw_affiliation_strings":["Bioelectronics Neurophysiology and Engineering Lab, Mayo Clinic, Rochester, MN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bioelectronics Neurophysiology and Engineering Lab, Mayo Clinic, Rochester, MN","institution_ids":["https://openalex.org/I1330342723","https://openalex.org/I4210165005"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"61","issue":null,"first_page":"3599","last_page":"3602"},"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":0.9932000041007996,"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/T11326","display_name":"Stock Market Forecasting Methods","score":0.9611999988555908,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.7249828577041626},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.653347909450531},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.6369337439537048},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4935973882675171},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.479237824678421},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4690687358379364},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.46377959847450256},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4572768211364746},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.4157916307449341},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.17269963026046753},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.16847184300422668}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7249828577041626},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.653347909450531},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.6369337439537048},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4935973882675171},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.479237824678421},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4690687358379364},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.46377959847450256},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4572768211364746},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.4157916307449341},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.17269963026046753},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.16847184300422668}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/bibm52615.2021.9669843","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm52615.2021.9669843","pdf_url":null,"source":{"id":"https://openalex.org/S4363607735","display_name":"2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"},{"id":"pmh:oai:digitalcommons.unf.edu:unf_faculty_publications-2270","is_oa":false,"landing_page_url":"https://digitalcommons.unf.edu/unf_faculty_publications/1271","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"UNF Faculty Research and Scholarship","raw_type":"text"},{"id":"pmh:oai:kclpure.kcl.ac.uk:publications/f9d45958-e995-436e-b768-22953d3aab7b","is_oa":false,"landing_page_url":"http://www.scopus.com/inward/record.url?scp=85125179191&partnerID=8YFLogxK","pdf_url":null,"source":{"id":"https://openalex.org/S4306400216","display_name":"Research Portal (King's College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I183935753","host_organization_name":"King's College London","host_organization_lineage":["https://openalex.org/I183935753"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"contributionToPeriodical"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306684","display_name":"Epilepsy Foundation","ror":"https://ror.org/01pxre019"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W1554103259","https://openalex.org/W1566256432","https://openalex.org/W1924770834","https://openalex.org/W2064675550","https://openalex.org/W2079735306","https://openalex.org/W2091211352","https://openalex.org/W2120853742","https://openalex.org/W2131774270","https://openalex.org/W2498582720","https://openalex.org/W2766736793","https://openalex.org/W2888598199","https://openalex.org/W2889242407","https://openalex.org/W2971893337","https://openalex.org/W3023664471","https://openalex.org/W3044588961","https://openalex.org/W3080378203","https://openalex.org/W3109745888","https://openalex.org/W3113003388","https://openalex.org/W3115074069","https://openalex.org/W3135714407","https://openalex.org/W3137217840","https://openalex.org/W3160556800","https://openalex.org/W3179475981","https://openalex.org/W3211751723","https://openalex.org/W6640212811","https://openalex.org/W6682610290","https://openalex.org/W6780854435","https://openalex.org/W6788095524","https://openalex.org/W6794883508"],"related_works":["https://openalex.org/W4298287631","https://openalex.org/W2953061907","https://openalex.org/W1847088711","https://openalex.org/W4225394202","https://openalex.org/W3036642985","https://openalex.org/W3032952384","https://openalex.org/W2395385109","https://openalex.org/W2964335273","https://openalex.org/W2982145560","https://openalex.org/W3008584592"],"abstract_inverted_index":{"Seizure":[0],"forecasting":[1],"is":[2,77],"a":[3,61,66],"great":[4],"research":[5],"interest":[6],"due":[7],"to":[8,35,55,59,79,97,110,123],"its":[9],"potential":[10],"in":[11],"helping":[12],"patients":[13],"manage":[14],"activities":[15],"or":[16],"facilitate":[17],"targeted":[18],"therapies,":[19],"specifically":[20],"with":[21,47,50],"the":[22,117,120,124],"emergence":[23],"of":[24,53,92,119],"new":[25],"subcutaneous":[26,85],"continuous":[27],"EEG":[28,86],"recording":[29],"systems":[30],"that":[31,75],"have":[32,98],"shown":[33],"promise":[34],"be":[36],"helpful.":[37],"In":[38],"work":[39,104],"presented":[40],"here,":[41],"we":[42],"used":[43],"one":[44],"subject":[45],"diagnosed":[46],"refractory":[48],"epilepsy":[49],"230":[51],"days":[52],"monitoring":[54],"evaluate":[56],"seven":[57],"architectures":[58,95],"design":[60],"seizure":[62],"prediction":[63],"algorithm":[64],"using":[65,82],"deep":[67],"learning":[68],"RNN":[69],"classifier.":[70],"The":[71],"preliminary":[72],"results":[73,109],"suggest":[74],"it":[76],"possible":[78],"forecast":[80],"seizures":[81],"two-channel":[83],"chronic":[84],"recordings.":[87],"With":[88],"an":[89],"average":[90],"AUC":[91],"0.74947":[93],"for":[94],"found":[96],"better":[99],"than":[100],"chance":[101],"performance.":[102],"Future":[103],"will":[105],"focus":[106],"on":[107],"extending":[108],"additional":[111],"patients,":[112],"investigating":[113],"cross-subject":[114],"performance,":[115],"and":[116],"importance":[118],"different":[121],"inputs":[122],"architectures.":[125]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
