{"id":"https://openalex.org/W3004158844","doi":"https://doi.org/10.1109/access.2020.2970012","title":"Enhanced Detection of Epileptic Seizure Using EEG Signals in Combination With Machine Learning Classifiers","display_name":"Enhanced Detection of Epileptic Seizure Using EEG Signals in Combination With Machine Learning Classifiers","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3004158844","doi":"https://doi.org/10.1109/access.2020.2970012","mag":"3004158844"},"language":"en","primary_location":{"id":"doi:10.1109/access.2020.2970012","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2970012","pdf_url":null,"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://doi.org/10.1109/access.2020.2970012","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035255550","display_name":"Wail Mardini","orcid":"https://orcid.org/0000-0002-4840-2290"},"institutions":[{"id":"https://openalex.org/I156983542","display_name":"Jordan University of Science and Technology","ror":"https://ror.org/03y8mtb59","country_code":"JO","type":"education","lineage":["https://openalex.org/I156983542"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Wail Mardini","raw_affiliation_strings":["Computer Science Department, Jordan University of Science and Technology, Irbid, Jordan"],"raw_orcid":"https://orcid.org/0000-0002-4840-2290","affiliations":[{"raw_affiliation_string":"Computer Science Department, Jordan University of Science and Technology, Irbid, Jordan","institution_ids":["https://openalex.org/I156983542"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086906495","display_name":"Muneer Bani Yassein","orcid":"https://orcid.org/0000-0001-5030-6196"},"institutions":[{"id":"https://openalex.org/I156983542","display_name":"Jordan University of Science and Technology","ror":"https://ror.org/03y8mtb59","country_code":"JO","type":"education","lineage":["https://openalex.org/I156983542"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Muneer Masadeh Bani Yassein","raw_affiliation_strings":["Computer Science Department, Jordan University of Science and Technology, Irbid, Jordan"],"raw_orcid":"https://orcid.org/0000-0001-5030-6196","affiliations":[{"raw_affiliation_string":"Computer Science Department, Jordan University of Science and Technology, Irbid, Jordan","institution_ids":["https://openalex.org/I156983542"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043182224","display_name":"Rana Alrawashdeh","orcid":"https://orcid.org/0000-0003-0051-2340"},"institutions":[{"id":"https://openalex.org/I156983542","display_name":"Jordan University of Science and Technology","ror":"https://ror.org/03y8mtb59","country_code":"JO","type":"education","lineage":["https://openalex.org/I156983542"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Rana Al-Rawashdeh","raw_affiliation_strings":["Computer Science Department, Jordan University of Science and Technology, Irbid, Jordan"],"raw_orcid":"https://orcid.org/0000-0003-0051-2340","affiliations":[{"raw_affiliation_string":"Computer Science Department, Jordan University of Science and Technology, Irbid, Jordan","institution_ids":["https://openalex.org/I156983542"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073373993","display_name":"Shadi Aljawarneh","orcid":null},"institutions":[{"id":"https://openalex.org/I156983542","display_name":"Jordan University of Science and Technology","ror":"https://ror.org/03y8mtb59","country_code":"JO","type":"education","lineage":["https://openalex.org/I156983542"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Shadi Aljawarneh","raw_affiliation_strings":["Software Engineering Department, Jordan University of Science and Technology, Irbid, Jordan"],"raw_orcid":"https://orcid.org/0000-0001-5748-4921","affiliations":[{"raw_affiliation_string":"Software Engineering Department, Jordan University of Science and Technology, Irbid, Jordan","institution_ids":["https://openalex.org/I156983542"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066703648","display_name":"Yaser Khamayseh","orcid":"https://orcid.org/0000-0002-8334-3281"},"institutions":[{"id":"https://openalex.org/I156983542","display_name":"Jordan University of Science and Technology","ror":"https://ror.org/03y8mtb59","country_code":"JO","type":"education","lineage":["https://openalex.org/I156983542"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Yaser Khamayseh","raw_affiliation_strings":["Computer Science Department, Jordan University of Science and Technology, Irbid, Jordan"],"raw_orcid":"https://orcid.org/0000-0002-8334-3281","affiliations":[{"raw_affiliation_string":"Computer Science Department, Jordan University of Science and Technology, Irbid, Jordan","institution_ids":["https://openalex.org/I156983542"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038075976","display_name":"Omar Meqdadi","orcid":"https://orcid.org/0000-0001-9504-4230"},"institutions":[{"id":"https://openalex.org/I156983542","display_name":"Jordan University of Science and Technology","ror":"https://ror.org/03y8mtb59","country_code":"JO","type":"education","lineage":["https://openalex.org/I156983542"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Omar Meqdadi","raw_affiliation_strings":["Software Engineering Department, Jordan University of Science and Technology, Irbid, Jordan"],"raw_orcid":"https://orcid.org/0000-0001-9504-4230","affiliations":[{"raw_affiliation_string":"Software Engineering Department, Jordan University of Science and Technology, Irbid, Jordan","institution_ids":["https://openalex.org/I156983542"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I156983542"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":6.2366,"has_fulltext":false,"cited_by_count":111,"citation_normalized_percentile":{"value":0.97489091,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"8","issue":null,"first_page":"24046","last_page":"24055"},"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":0.9986000061035156,"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":0.9929999709129333,"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/support-vector-machine","display_name":"Support vector machine","score":0.7962561249732971},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7714594602584839},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7459989786148071},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.7187060117721558},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.7138478755950928},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6919750571250916},{"id":"https://openalex.org/keywords/epileptic-seizure","display_name":"Epileptic seizure","score":0.5903581380844116},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.556424081325531},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5099261999130249},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.45692965388298035},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.35041898488998413},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.09174469113349915},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.067131906747818}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7962561249732971},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7714594602584839},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7459989786148071},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.7187060117721558},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.7138478755950928},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6919750571250916},{"id":"https://openalex.org/C2779334592","wikidata":"https://www.wikidata.org/wiki/Q6279182","display_name":"Epileptic seizure","level":3,"score":0.5903581380844116},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.556424081325531},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5099261999130249},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.45692965388298035},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.35041898488998413},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.09174469113349915},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.067131906747818}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2020.2970012","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2970012","pdf_url":null,"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:ad9745b95aa14d5b841f36adfc5ebd1a","is_oa":true,"landing_page_url":"https://doaj.org/article/ad9745b95aa14d5b841f36adfc5ebd1a","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 8, Pp 24046-24055 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2020.2970012","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2970012","pdf_url":null,"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":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W1507426421","https://openalex.org/W1553163808","https://openalex.org/W1970917709","https://openalex.org/W1988002401","https://openalex.org/W2027927824","https://openalex.org/W2030925257","https://openalex.org/W2032950335","https://openalex.org/W2052106598","https://openalex.org/W2055603681","https://openalex.org/W2073089243","https://openalex.org/W2092127276","https://openalex.org/W2098994855","https://openalex.org/W2107364464","https://openalex.org/W2165150981","https://openalex.org/W2165224155","https://openalex.org/W2537034205","https://openalex.org/W2559256361","https://openalex.org/W2574209248","https://openalex.org/W2588650586","https://openalex.org/W2593745311","https://openalex.org/W2730262012","https://openalex.org/W2752611776","https://openalex.org/W2771531125","https://openalex.org/W2772110660","https://openalex.org/W2786069311","https://openalex.org/W2786381666","https://openalex.org/W2790135017","https://openalex.org/W2791514967","https://openalex.org/W2888190669","https://openalex.org/W2890495925","https://openalex.org/W2895343364","https://openalex.org/W2914534442","https://openalex.org/W4252331460","https://openalex.org/W6658607244","https://openalex.org/W6676315642","https://openalex.org/W6729033852","https://openalex.org/W6743757708","https://openalex.org/W6754771799","https://openalex.org/W6755715374"],"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/W2166624857","https://openalex.org/W2363907062","https://openalex.org/W2393137063"],"abstract_inverted_index":{"Electroencephalogram":[0],"(EEG)":[1],"is":[2,25,31,49,130],"one":[3,59],"of":[4,22,68,88,122,126],"the":[5,18,26,53,57,66,79,83,92,142,149,154,159,163,173],"most":[6,167],"powerful":[7],"tools":[8],"that":[9,141],"offer":[10],"valuable":[11],"information":[12],"related":[13],"to":[14,51,64],"different":[15,124],"abnormalities":[16,24],"in":[17,96,166],"human":[19],"brain.":[20],"One":[21],"these":[23,133],"epileptic":[27,35,44,69],"seizure.":[28],"A":[29],"framework":[30,81],"proposed":[32,80],"for":[33,148],"detecting":[34],"seizures":[36],"from":[37,41,56,153],"EEG":[38,89],"signals":[39,90],"recorded":[40],"normal":[42,58],"and":[43,72,116,170],"patients.":[45],"The":[46,120,137],"suggested":[47],"approach":[48],"designed":[50],"classify":[52],"abnormal":[54],"signal":[55],"automatically.":[60],"This":[61],"work":[62],"aims":[63],"improve":[65],"accuracy":[67,165],"seizure":[70],"detection":[71,129],"reduce":[73],"computational":[74],"costs.":[75],"To":[76],"address":[77],"this,":[78],"uses":[82],"54-DWT":[84,155],"mother":[85,156],"wavelets":[86],"analysis":[87],"using":[91,132],"Genetic":[93],"algorithm":[94],"(GA)":[95],"combination":[97],"with":[98],"other":[99,174],"four":[100,134,143],"machine":[101],"learning":[102],"(ML)":[103],"classifiers:":[104],"Support":[105],"Vector":[106],"Machine":[107],"(SVM),":[108],"K-Nearest":[109],"Neighbors":[110],"(KNN),":[111],"Artificial":[112],"Neural":[113],"Network":[114],"(ANN),":[115],"Naive":[117],"Bayes":[118],"(NB).":[119],"performance":[121],"14":[123],"combinations":[125],"two-class":[127],"epilepsy":[128],"investigated":[131],"ML":[135],"classifiers.":[136,176],"experimental":[138],"results":[139,147],"show":[140],"classifiers":[144],"produce":[145],"comparable":[146],"derived":[150],"statistical":[151],"features":[152],"wavelets;":[157],"however,":[158],"ANN":[160],"classifier":[161],"achieved":[162],"best":[164],"datasets":[168],"combinations,":[169],"it":[171],"outperformed":[172],"examined":[175]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":22},{"year":2024,"cited_by_count":18},{"year":2023,"cited_by_count":22},{"year":2022,"cited_by_count":19},{"year":2021,"cited_by_count":18},{"year":2020,"cited_by_count":4}],"updated_date":"2026-07-30T17:31:21.811387","created_date":"2025-10-10T00:00:00"}
