{"id":"https://openalex.org/W4409144635","doi":"https://doi.org/10.52783/jisem.v10i28s.4299","title":"Improving the Accuracy of Epileptic Seizure Detection through EEG Analysis: A Comprehensive Classification Strategy","display_name":"Improving the Accuracy of Epileptic Seizure Detection through EEG Analysis: A Comprehensive Classification Strategy","publication_year":2025,"publication_date":"2025-03-29","ids":{"openalex":"https://openalex.org/W4409144635","doi":"https://doi.org/10.52783/jisem.v10i28s.4299"},"language":"en","primary_location":{"id":"doi:10.52783/jisem.v10i28s.4299","doi":"https://doi.org/10.52783/jisem.v10i28s.4299","is_oa":true,"landing_page_url":"https://doi.org/10.52783/jisem.v10i28s.4299","pdf_url":"https://jisem-journal.com/index.php/journal/article/download/4299/1937","source":{"id":"https://openalex.org/S2737791640","display_name":"Journal of Information Systems Engineering & Management","issn_l":"2468-4376","issn":["2468-4376","2468-2071"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310320063","host_organization_name":"Lectito Journals","host_organization_lineage":["https://openalex.org/P4310320063"],"host_organization_lineage_names":["Lectito Journals"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information Systems Engineering and Management","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://jisem-journal.com/index.php/journal/article/download/4299/1937","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5104071101","display_name":"Manisha Sharma","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I72563045","display_name":"Mody University of Science and Technology","ror":"https://ror.org/00kxafy15","country_code":"IN","type":"education","lineage":["https://openalex.org/I72563045"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Manisha Sharma","raw_affiliation_strings":["School of Engineering and Technology , Mody University of Science & Technology , Lakshmangarh , India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Technology , Mody University of Science & Technology , Lakshmangarh , India","institution_ids":["https://openalex.org/I72563045"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5104071101"],"corresponding_institution_ids":["https://openalex.org/I72563045"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.05161432,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"10","issue":"28s","first_page":"77","last_page":"85"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9990000128746033,"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":0.9990000128746033,"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/T10667","display_name":"Emotion and Mood Recognition","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10094","display_name":"Epilepsy research and treatment","score":9.999999747378752e-05,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/seizure-detection","display_name":"seizure detection","score":0.9869999885559082},{"id":"https://openalex.org/keywords/eeg-classification","display_name":"EEG classification","score":0.8330000042915344},{"id":"https://openalex.org/keywords/epilepsy","display_name":"epilepsy","score":0.7940000295639038},{"id":"https://openalex.org/keywords/eeg-database","display_name":"EEG database","score":0.7250000238418579},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.7870000004768372},{"id":"https://openalex.org/keywords/decision-tree","display_name":"decision tree","score":0.7480000257492065},{"id":"https://openalex.org/keywords/xgboost","display_name":"XGBoost","score":0.9549999833106995},{"id":"https://openalex.org/keywords/k-nearest-neighbors","display_name":"k-nearest neighbors","score":0.9990000128746033},{"id":"https://openalex.org/keywords/linear-discriminant-analysis","display_name":"linear discriminant analysis","score":0.9919999837875366},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"feature extraction","score":0.8619999885559082},{"id":"https://openalex.org/keywords/multichannel-eeg","display_name":"multichannel EEG","score":0.8960000276565552}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7046140432357788},{"id":"https://openalex.org/C2779334592","wikidata":"https://www.wikidata.org/wiki/Q6279182","display_name":"Epileptic seizure","level":3,"score":0.6426177620887756},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.5857480764389038},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4537428319454193},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4531349539756775},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4196820855140686},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41799426078796387},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.31279152631759644}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.52783/jisem.v10i28s.4299","doi":"https://doi.org/10.52783/jisem.v10i28s.4299","is_oa":true,"landing_page_url":"https://doi.org/10.52783/jisem.v10i28s.4299","pdf_url":"https://jisem-journal.com/index.php/journal/article/download/4299/1937","source":{"id":"https://openalex.org/S2737791640","display_name":"Journal of Information Systems Engineering & Management","issn_l":"2468-4376","issn":["2468-4376","2468-2071"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310320063","host_organization_name":"Lectito Journals","host_organization_lineage":["https://openalex.org/P4310320063"],"host_organization_lineage_names":["Lectito Journals"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information Systems Engineering and Management","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.52783/jisem.v10i28s.4299","doi":"https://doi.org/10.52783/jisem.v10i28s.4299","is_oa":true,"landing_page_url":"https://doi.org/10.52783/jisem.v10i28s.4299","pdf_url":"https://jisem-journal.com/index.php/journal/article/download/4299/1937","source":{"id":"https://openalex.org/S2737791640","display_name":"Journal of Information Systems Engineering & Management","issn_l":"2468-4376","issn":["2468-4376","2468-2071"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310320063","host_organization_name":"Lectito Journals","host_organization_lineage":["https://openalex.org/P4310320063"],"host_organization_lineage_names":["Lectito Journals"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information Systems Engineering and Management","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8048999905586243,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409144635.pdf","grobid_xml":"https://content.openalex.org/works/W4409144635.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2395385109","https://openalex.org/W2773633178","https://openalex.org/W2080101436","https://openalex.org/W2802335767","https://openalex.org/W2922348724","https://openalex.org/W2356350882","https://openalex.org/W4388090985","https://openalex.org/W200322357","https://openalex.org/W2166624857","https://openalex.org/W2363907062"],"abstract_inverted_index":{"Epilepsy":[0],"is":[1,24,108],"a":[2,13,53,69,113,139,148],"neurological":[3],"disorder":[4],"which":[5],"impacts":[6],"millions":[7],"globally":[8],"and":[9,62,81,155,173,196,203],"continues":[10],"to":[11,38,199],"be":[12],"major":[14],"public":[15],"health":[16],"challenge.":[17],"The":[18,99,123],"prompt":[19],"identification":[20],"of":[21,42,72,117,132,143,165,183,191,205],"epileptic":[22,121,184],"seizures":[23,65],"essential":[25],"for":[26],"effective":[27],"treatment.":[28],"In":[29],"this":[30],"study,":[31],"we":[32,88],"present":[33],"an":[34,130],"innovative":[35],"methodology":[36],"designed":[37],"enhance":[39],"the":[40,104,109,135,163,189],"accuracy":[41,115,131,142],"seizure":[43],"detection":[44],"through":[45],"EEG":[46,55,157,178],"data":[47],"analysis.":[48],"Our":[49,159],"strategy":[50],"involves":[51],"creating":[52],"comprehensive":[54],"database":[56],"that":[57,103],"includes":[58],"both":[59],"healthy":[60],"individuals":[61],"those":[63],"experiencing":[64],"(ictal).":[66],"We":[67],"utilize":[68],"diverse":[70],"range":[71],"classification":[73,182],"models,":[74],"including":[75],"random":[76,105],"forests,":[77],"decision":[78,124],"trees,":[79],"XGBoost":[80],"k-nearest":[82],"neighbors":[83],"algorithm.":[84],"For":[85],"feature":[86,193],"extraction,":[87],"have":[89],"selected":[90],"Linear":[91],"Discriminant":[92],"Analysis":[93],"(LDA)":[94],"as":[95],"our":[96,166,192],"preferred":[97],"technique.":[98],"experimental":[100],"results":[101,160],"indicate":[102],"forest":[106],"model":[107,126],"most":[110],"effective,":[111],"achieving":[112],"perfect":[114],"rate":[116],"100%":[118],"in":[119,151,169],"detecting":[120],"seizures.":[122,185],"tree":[125],"follows":[127],"closely":[128],"with":[129],"90.00%.":[133],"Although":[134],"kNN":[136],"algorithm":[137],"has":[138],"slightly":[140],"lower":[141],"82.50%,":[144],"it":[145],"still":[146],"plays":[147],"significant":[149],"role":[150],"differentiating":[152],"between":[153],"normal":[154],"ictal":[156],"signals.":[158],"clearly":[161],"demonstrate":[162],"effectiveness":[164],"proposed":[167],"method":[168],"reliably":[170],"extracting":[171],"spatial":[172],"temporal":[174],"information":[175],"from":[176],"multi-channel":[177],"data,":[179],"enabling":[180],"accurate":[181],"This":[186],"research":[187],"highlights":[188],"robustness":[190],"extraction":[194],"approach":[195],"its":[197],"potential":[198],"improve":[200],"early":[201],"diagnosis":[202],"treatment":[204],"epilepsy.":[206]},"counts_by_year":[],"updated_date":"2026-08-24T07:32:12.397491","created_date":"2025-10-10T00:00:00"}