{"id":"https://openalex.org/W4386687930","doi":"https://doi.org/10.1111/exsy.13447","title":"Detection of epileptic seizure events using pre\u2010trained convolutional neural network, <scp>VGGNet</scp> and <scp>ResNet</scp>","display_name":"Detection of epileptic seizure events using pre\u2010trained convolutional neural network, <scp>VGGNet</scp> and <scp>ResNet</scp>","publication_year":2023,"publication_date":"2023-09-12","ids":{"openalex":"https://openalex.org/W4386687930","doi":"https://doi.org/10.1111/exsy.13447"},"language":"en","primary_location":{"id":"doi:10.1111/exsy.13447","is_oa":true,"landing_page_url":"https://doi.org/10.1111/exsy.13447","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/exsy.13447","source":{"id":"https://openalex.org/S72232612","display_name":"Expert Systems","issn_l":"0266-4720","issn":["0266-4720","1468-0394"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Expert Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/exsy.13447","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020821060","display_name":"D. K. Thara","orcid":null},"institutions":[{"id":"https://openalex.org/I53508799","display_name":"Tumkur University","ror":"https://ror.org/02j63m808","country_code":"IN","type":"education","lineage":["https://openalex.org/I53508799"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"D. K. Thara","raw_affiliation_strings":["Department of Information Science &amp; Engineering Channabasaveshwara Institute of Technology  Tumkur Karnataka India","Department of Information Science & Engineering, Channabasaveshwara Institute of Technology, Tumkur, Karnataka, India"],"raw_orcid":"https://orcid.org/0000-0001-6743-7723","affiliations":[{"raw_affiliation_string":"Department of Information Science &amp; Engineering Channabasaveshwara Institute of Technology  Tumkur Karnataka India","institution_ids":["https://openalex.org/I53508799"]},{"raw_affiliation_string":"Department of Information Science & Engineering, Channabasaveshwara Institute of Technology, Tumkur, Karnataka, India","institution_ids":["https://openalex.org/I53508799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030288230","display_name":"B G Premasudha","orcid":null},"institutions":[{"id":"https://openalex.org/I4387153738","display_name":"Siddaganga Institute of Technology","ror":"https://ror.org/00wd8c661","country_code":"IN","type":"education","lineage":["https://openalex.org/I4387153738"]},{"id":"https://openalex.org/I53508799","display_name":"Tumkur University","ror":"https://ror.org/02j63m808","country_code":"IN","type":"education","lineage":["https://openalex.org/I53508799"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"B. G. Premasudha","raw_affiliation_strings":["Department Master of Computer Applications Siddaganga Institute of Technology  Tumkur Karnataka India","Department Master of Computer Applications, Siddaganga Institute of Technology, Tumkur, Karnataka, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department Master of Computer Applications Siddaganga Institute of Technology  Tumkur Karnataka India","institution_ids":["https://openalex.org/I53508799"]},{"raw_affiliation_string":"Department Master of Computer Applications, Siddaganga Institute of Technology, Tumkur, Karnataka, India","institution_ids":["https://openalex.org/I4387153738"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023757252","display_name":"Senka Krivi\u0107","orcid":"https://orcid.org/0000-0001-8045-427X"},"institutions":[{"id":"https://openalex.org/I104817121","display_name":"University of Sarajevo","ror":"https://ror.org/02hhwgd43","country_code":"BA","type":"education","lineage":["https://openalex.org/I104817121"]}],"countries":["BA"],"is_corresponding":false,"raw_author_name":"Senka Krivic","raw_affiliation_strings":["Faculty of Electrical Engineering University of Sarajevo  Sarajevo Bosnia and Herzegovina","Faculty of Electrical Engineering, University of Sarajevo, Sarajevo, Bosnia and Herzegovina"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering University of Sarajevo  Sarajevo Bosnia and Herzegovina","institution_ids":["https://openalex.org/I104817121"]},{"raw_affiliation_string":"Faculty of Electrical Engineering, University of Sarajevo, Sarajevo, Bosnia and Herzegovina","institution_ids":["https://openalex.org/I104817121"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5020821060"],"corresponding_institution_ids":["https://openalex.org/I53508799"],"apc_list":{"value":3860,"currency":"USD","value_usd":3860},"apc_paid":null,"fwci":1.6739,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.83706628,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"43","issue":"6","first_page":null,"last_page":null},"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":0.9954000115394592,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9670000076293945,"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/computer-science","display_name":"Computer science","score":0.8518251180648804},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7940659523010254},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.7738285064697266},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6881343126296997},{"id":"https://openalex.org/keywords/residual-neural-network","display_name":"Residual neural network","score":0.6260397434234619},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6024755239486694},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5784693360328674},{"id":"https://openalex.org/keywords/epileptic-seizure","display_name":"Epileptic seizure","score":0.5064986944198608},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5017869472503662},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3980933427810669},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.21467792987823486},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.07659244537353516}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8518251180648804},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7940659523010254},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.7738285064697266},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6881343126296997},{"id":"https://openalex.org/C2944601119","wikidata":"https://www.wikidata.org/wiki/Q43744058","display_name":"Residual neural network","level":3,"score":0.6260397434234619},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6024755239486694},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5784693360328674},{"id":"https://openalex.org/C2779334592","wikidata":"https://www.wikidata.org/wiki/Q6279182","display_name":"Epileptic seizure","level":3,"score":0.5064986944198608},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5017869472503662},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3980933427810669},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.21467792987823486},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.07659244537353516}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1111/exsy.13447","is_oa":true,"landing_page_url":"https://doi.org/10.1111/exsy.13447","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/exsy.13447","source":{"id":"https://openalex.org/S72232612","display_name":"Expert Systems","issn_l":"0266-4720","issn":["0266-4720","1468-0394"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Expert Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1111/exsy.13447","is_oa":true,"landing_page_url":"https://doi.org/10.1111/exsy.13447","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/exsy.13447","source":{"id":"https://openalex.org/S72232612","display_name":"Expert Systems","issn_l":"0266-4720","issn":["0266-4720","1468-0394"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Expert Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386687930.pdf","grobid_xml":"https://content.openalex.org/works/W4386687930.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W2795691199","https://openalex.org/W2914314600","https://openalex.org/W2962485726","https://openalex.org/W2963602241","https://openalex.org/W2978219229","https://openalex.org/W2986501295","https://openalex.org/W3003849273","https://openalex.org/W3014409381","https://openalex.org/W3028393291","https://openalex.org/W3111670203","https://openalex.org/W3171919943","https://openalex.org/W4224950226","https://openalex.org/W4294012107","https://openalex.org/W4294975486","https://openalex.org/W4313309519","https://openalex.org/W4313527084","https://openalex.org/W4313594808","https://openalex.org/W4315926833","https://openalex.org/W4321063483","https://openalex.org/W4324134671"],"related_works":["https://openalex.org/W3213976941","https://openalex.org/W4382564271","https://openalex.org/W2604192360","https://openalex.org/W2166624857","https://openalex.org/W2363907062","https://openalex.org/W2958985755","https://openalex.org/W2393137063","https://openalex.org/W2889221269","https://openalex.org/W2899025944","https://openalex.org/W4360783045"],"abstract_inverted_index":{"Abstract":[0],"Epilepsy":[1],"is":[2,28,40,98,105,122,142,182,196],"a":[3,99],"life":[4],"threatening":[5],"neurological":[6],"disorder.":[7,88],"The":[8,32,57,147,193,203],"person":[9],"with":[10,240],"epilepsy":[11,39,87],"suffers":[12],"from":[13,51,137,161,180],"recurrent":[14,68],"seizures.":[15,113],"Sudden":[16],"emission":[17],"of":[18,24,54,86,91,172,190,205],"electrical":[19],"signal":[20],"in":[21,44,73,94,168,233],"the":[22,25,52,55,67,74,84,95,109,145,158,170,173,187,222,234],"nerves":[23],"human":[26],"brain":[27],"called":[29,46],"seizure":[30,64,69,92,119,159],"event.":[31],"most":[33],"widely":[34],"used":[35,62,143,155],"method":[36,121],"for":[37,63,108,144,156],"diagnosing":[38],"analysing":[41],"electroencephalogram":[42],"signals":[43,49,70,93],"short":[45],"as":[47,83,184],"EEG":[48,58,76,96,135],"collected":[50],"scalp":[53],"patient.":[56],"data":[59,97,195],"are":[60,71,154,165,211],"normally":[61],"detection.":[65],"If":[66],"detected":[72],"input":[75,174,185],"dataset,":[77],"then":[78],"it":[79],"can":[80],"be":[81],"considered":[82],"presence":[85],"Manual":[89],"inspection":[90],"laborious":[100],"process.":[101],"An":[102],"automated":[103,118],"system":[104],"very":[106,177],"crucial":[107],"neurologists":[110],"to":[111,186,198,230],"identify":[112],"In":[114,236],"this":[115],"paper,":[116],"an":[117],"detection":[120],"presented":[123],"using":[124,213],"deep":[125],"learning":[126,169],"method,":[127],"pre\u2010trained":[128,148],"convolutional":[129],"neural":[130],"network":[131],"architecture.":[132],"Freely":[133],"available":[134],"dataset":[136,179],"Temple":[138],"University":[139],"Hospital":[140],"database":[141],"study.":[146],"CNN":[149,191],"networks,":[150],"VGGNet":[151,199,207,238],"and":[152,200,208,219,251],"ResNet":[153,201,209],"classifying":[157],"activities":[160],"non\u2010seizure":[162],"activities.":[163],"CNNs":[164],"extremely":[166,226],"good":[167,227],"features":[171],"data.":[175],"A":[176],"large":[178],"TUH":[181],"provided":[183],"multiple":[188],"layers":[189],"model.":[192],"same":[194],"fed":[197],"models.":[202],"results":[204,243],"CNN,":[206],"models":[210,224],"assessed":[212],"performance":[214,228],"metrics":[215],"accuracy,":[216,246],"AUC,":[217,248],"precision":[218,250],"recall.":[220,253],"All":[221],"three":[223],"gave":[225],"compared":[229],"state\u2010of\u2010the\u2010art":[231],"works":[232],"literature.":[235],"comparison":[237],"performed":[239],"little":[241],"higher":[242],"giving":[244],"97%":[245,249],"96%":[247],"79%":[252]},"counts_by_year":[{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}