{"id":"https://openalex.org/W2995395622","doi":"https://doi.org/10.1109/access.2019.2959234","title":"Detection of Epilepsy Seizures in Neo-Natal EEG Using LSTM Architecture","display_name":"Detection of Epilepsy Seizures in Neo-Natal EEG Using LSTM Architecture","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2995395622","doi":"https://doi.org/10.1109/access.2019.2959234","mag":"2995395622"},"language":"en","primary_location":{"id":"doi:10.1109/access.2019.2959234","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2959234","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08932360.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08932360.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5112492303","display_name":"Muhammad Usman Abbasi","orcid":null},"institutions":[{"id":"https://openalex.org/I201384688","display_name":"National University of Computer and Emerging Sciences","ror":"https://ror.org/003eyb898","country_code":"PK","type":"education","lineage":["https://openalex.org/I201384688"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad U. Abbasi","raw_affiliation_strings":["Department of Electrical Engineering, National University of Computer and Emerging Sciences, Peshawar, Pakistan"],"raw_orcid":"https://orcid.org/0000-0002-8645-9589","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, National University of Computer and Emerging Sciences, Peshawar, Pakistan","institution_ids":["https://openalex.org/I201384688"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044994994","display_name":"Anum Rashad","orcid":"https://orcid.org/0000-0002-9723-8802"},"institutions":[{"id":"https://openalex.org/I201384688","display_name":"National University of Computer and Emerging Sciences","ror":"https://ror.org/003eyb898","country_code":"PK","type":"education","lineage":["https://openalex.org/I201384688"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Anum Rashad","raw_affiliation_strings":["Department of Electrical Engineering, National University of Computer and Emerging Sciences, Peshawar, Pakistan"],"raw_orcid":"https://orcid.org/0000-0002-9723-8802","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, National University of Computer and Emerging Sciences, Peshawar, Pakistan","institution_ids":["https://openalex.org/I201384688"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053927216","display_name":"Anas Basalamah","orcid":"https://orcid.org/0000-0001-7420-109X"},"institutions":[{"id":"https://openalex.org/I199693650","display_name":"Umm al-Qura University","ror":"https://ror.org/01xjqrm90","country_code":"SA","type":"education","lineage":["https://openalex.org/I199693650"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Anas Basalamah","raw_affiliation_strings":["Computer Engineering Department, Umm Al Qura University, Mecca, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0001-7420-109X","affiliations":[{"raw_affiliation_string":"Computer Engineering Department, Umm Al Qura University, Mecca, Saudi Arabia","institution_ids":["https://openalex.org/I199693650"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037080121","display_name":"Muhammad Tariq","orcid":"https://orcid.org/0000-0003-1296-2058"},"institutions":[{"id":"https://openalex.org/I201384688","display_name":"National University of Computer and Emerging Sciences","ror":"https://ror.org/003eyb898","country_code":"PK","type":"education","lineage":["https://openalex.org/I201384688"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Tariq","raw_affiliation_strings":["Department of Electrical Engineering, National University of Computer and Emerging Sciences, Peshawar, Pakistan"],"raw_orcid":"https://orcid.org/0000-0003-1296-2058","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, National University of Computer and Emerging Sciences, Peshawar, Pakistan","institution_ids":["https://openalex.org/I201384688"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":5.6087,"has_fulltext":true,"cited_by_count":124,"citation_normalized_percentile":{"value":0.96832764,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"7","issue":null,"first_page":"179074","last_page":"179085"},"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9937999844551086,"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"}},{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9833999872207642,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"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/computer-science","display_name":"Computer science","score":0.764499306678772},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.7612208724021912},{"id":"https://openalex.org/keywords/ictal","display_name":"Ictal","score":0.7251033782958984},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.7091538906097412},{"id":"https://openalex.org/keywords/hurst-exponent","display_name":"Hurst exponent","score":0.6371273994445801},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6189563274383545},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.613168478012085},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6030578017234802},{"id":"https://openalex.org/keywords/epileptic-seizure","display_name":"Epileptic seizure","score":0.47233834862709045},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.40075623989105225},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.1761787235736847},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1438170075416565},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09187793731689453},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.06915655732154846}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.764499306678772},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7612208724021912},{"id":"https://openalex.org/C17755696","wikidata":"https://www.wikidata.org/wiki/Q16564780","display_name":"Ictal","level":3,"score":0.7251033782958984},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.7091538906097412},{"id":"https://openalex.org/C96835011","wikidata":"https://www.wikidata.org/wiki/Q1638718","display_name":"Hurst exponent","level":2,"score":0.6371273994445801},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6189563274383545},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.613168478012085},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6030578017234802},{"id":"https://openalex.org/C2779334592","wikidata":"https://www.wikidata.org/wiki/Q6279182","display_name":"Epileptic seizure","level":3,"score":0.47233834862709045},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.40075623989105225},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.1761787235736847},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1438170075416565},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09187793731689453},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.06915655732154846}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2019.2959234","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2959234","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08932360.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:32544676434e4916b30b84be9556b98a","is_oa":true,"landing_page_url":"https://doaj.org/article/32544676434e4916b30b84be9556b98a","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 7, Pp 179074-179085 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2019.2959234","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2959234","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08932360.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.4300000071525574,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2995395622.pdf","grobid_xml":"https://content.openalex.org/works/W2995395622.grobid-xml"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W1499864241","https://openalex.org/W1521990686","https://openalex.org/W1536519076","https://openalex.org/W1973525977","https://openalex.org/W2001612033","https://openalex.org/W2035987281","https://openalex.org/W2053744708","https://openalex.org/W2069115302","https://openalex.org/W2084174584","https://openalex.org/W2117987876","https://openalex.org/W2158585918","https://openalex.org/W2190067744","https://openalex.org/W2267186426","https://openalex.org/W2275543810","https://openalex.org/W2338092193","https://openalex.org/W2342906508","https://openalex.org/W2465455179","https://openalex.org/W2523527689","https://openalex.org/W2556262614","https://openalex.org/W2556557830","https://openalex.org/W2560897477","https://openalex.org/W2623028730","https://openalex.org/W2742472784","https://openalex.org/W2744757127","https://openalex.org/W2759483166","https://openalex.org/W2774975003","https://openalex.org/W2777670961","https://openalex.org/W2790517324","https://openalex.org/W2790950056","https://openalex.org/W2799610518","https://openalex.org/W2804824909","https://openalex.org/W2810916204","https://openalex.org/W6629930100"],"related_works":["https://openalex.org/W2368687800","https://openalex.org/W2075017247","https://openalex.org/W2148767310","https://openalex.org/W1988222024","https://openalex.org/W2583606408","https://openalex.org/W2405240590","https://openalex.org/W2809907213","https://openalex.org/W3091390542","https://openalex.org/W1985409598","https://openalex.org/W2166624857"],"abstract_inverted_index":{"Epilepsy":[0],"is":[1,31,53,112],"the":[2,46,154,160],"most":[3],"unpredictable":[4],"and":[5,56,70,122,145,173],"recurrent":[6],"disease":[7],"among":[8],"neurological":[9],"diseases.":[10],"Early":[11],"detection":[12,98],"of":[13,60,63,86,99,139],"epileptic":[14],"seizures":[15],"can":[16],"play":[17],"a":[18,29,33,58],"critical":[19],"role":[20],"in":[21,32,45,163],"providing":[22],"timely":[23],"treatment":[24],"to":[25,42,90,107,165,175],"patients":[26],"especially":[27],"when":[28],"patient":[30],"remote":[34],"area.":[35],"This":[36],"paper":[37],"uses":[38],"deep":[39],"learning":[40],"framework":[41],"detect":[43],"epilepsy":[44],"Electroencephalography":[47],"(EEG)":[48],"signal.":[49,119,132],"The":[50,75,109],"dataset":[51],"used":[52,167],"publicly":[54],"available":[55],"has":[57],"recording":[59],"three":[61,84],"kinds":[62,85],"EEG":[64,110],"signals:":[65],"pre-ictal,":[66],"inter-ictal":[67,100],"(seizure-free":[68],"epileptic)":[69],"ictal":[71,102],"(epileptic":[72],"with":[73,88],"seizure).":[74],"proposed":[76],"Long":[77],"Short-Term":[78],"Memory":[79],"(LSTM)":[80],"classifier":[81,172],"classifies":[82],"these":[83],"signals":[87],"up":[89],"95%":[91],"accuracy.":[92],"For":[93],"binary":[94],"classification":[95],"such":[96],"as":[97,114],"or":[101],"only,":[103],"its":[104],"accuracy":[105,162],"increases":[106],"98%.":[108],"signal":[111],"modelled":[113],"wide":[115],"sense":[116],"non-stationary":[117],"random":[118],"Hurst":[120],"Exponent":[121],"Auto-regressive":[123],"Moving":[124],"Average":[125],"(ARMA)":[126],"features":[127],"are":[128,149],"extracted":[129],"from":[130],"each":[131],"In":[133],"this":[134],"work,":[135],"two":[136],"different":[137],"configurations":[138],"LSTM":[140,157],"architecture:":[141],"single-layered":[142],"memory":[143,147],"units":[144,148],"double-layered":[146,156],"also":[150],"modelled.":[151],"After":[152],"standardising":[153],"features,":[155],"approach":[158],"gives":[159],"highest":[161],"comparison":[164],"previously":[166],"Support":[168],"Vector":[169],"Machine":[170],"(SVM)":[171],"proved":[174],"be":[176],"computationally":[177],"efficient":[178],"at":[179],"Graphics":[180],"Processing":[181],"Unit":[182],"(GPU).":[183]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":20},{"year":2024,"cited_by_count":25},{"year":2023,"cited_by_count":28},{"year":2022,"cited_by_count":24},{"year":2021,"cited_by_count":16},{"year":2020,"cited_by_count":5}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
