{"id":"https://openalex.org/W2874253909","doi":"https://doi.org/10.1109/access.2018.2853125","title":"Dynamic Mode Decomposition Based Epileptic Seizure Detection from Scalp EEG","display_name":"Dynamic Mode Decomposition Based Epileptic Seizure Detection from Scalp EEG","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2874253909","doi":"https://doi.org/10.1109/access.2018.2853125","mag":"2874253909"},"language":"en","primary_location":{"id":"doi:10.1109/access.2018.2853125","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2853125","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":null,"license_id":null,"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.2018.2853125","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5082664811","display_name":"Muhammad Sohaib J. Solaija","orcid":"https://orcid.org/0000-0001-8878-6121"},"institutions":[{"id":"https://openalex.org/I929597975","display_name":"National University of Sciences and Technology","ror":"https://ror.org/03w2j5y17","country_code":"PK","type":"education","lineage":["https://openalex.org/I929597975"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Sohaib J. Solaija","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, National University of Sciences and Technology (NUST), Islamabad, Pakistan"],"raw_orcid":"https://orcid.org/0000-0001-8878-6121","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, National University of Sciences and Technology (NUST), Islamabad, Pakistan","institution_ids":["https://openalex.org/I929597975"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103147952","display_name":"Sajid Saleem","orcid":"https://orcid.org/0000-0003-1853-5364"},"institutions":[{"id":"https://openalex.org/I929597975","display_name":"National University of Sciences and Technology","ror":"https://ror.org/03w2j5y17","country_code":"PK","type":"education","lineage":["https://openalex.org/I929597975"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Sajid Saleem","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, National University of Sciences and Technology (NUST), Islamabad, Pakistan"],"raw_orcid":"https://orcid.org/0000-0003-1853-5364","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, National University of Sciences and Technology (NUST), Islamabad, Pakistan","institution_ids":["https://openalex.org/I929597975"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064767611","display_name":"Khawar Khurshid","orcid":"https://orcid.org/0000-0002-4897-2592"},"institutions":[{"id":"https://openalex.org/I929597975","display_name":"National University of Sciences and Technology","ror":"https://ror.org/03w2j5y17","country_code":"PK","type":"education","lineage":["https://openalex.org/I929597975"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Khawar Khurshid","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, National University of Sciences and Technology (NUST), Islamabad, Pakistan"],"raw_orcid":"https://orcid.org/0000-0002-4897-2592","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, National University of Sciences and Technology (NUST), Islamabad, Pakistan","institution_ids":["https://openalex.org/I929597975"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078865165","display_name":"Syed Ali Hassan","orcid":"https://orcid.org/0000-0002-8572-7377"},"institutions":[{"id":"https://openalex.org/I929597975","display_name":"National University of Sciences and Technology","ror":"https://ror.org/03w2j5y17","country_code":"PK","type":"education","lineage":["https://openalex.org/I929597975"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Syed Ali Hassan","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, National University of Sciences and Technology (NUST), Islamabad, Pakistan"],"raw_orcid":"https://orcid.org/0000-0002-8572-7377","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, National University of Sciences and Technology (NUST), Islamabad, Pakistan","institution_ids":["https://openalex.org/I929597975"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017201570","display_name":"Awais M. Kamboh","orcid":"https://orcid.org/0000-0002-7491-1590"},"institutions":[{"id":"https://openalex.org/I929597975","display_name":"National University of Sciences and Technology","ror":"https://ror.org/03w2j5y17","country_code":"PK","type":"education","lineage":["https://openalex.org/I929597975"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Awais Mehmood Kamboh","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, National University of Sciences and Technology (NUST), Islamabad, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, National University of Sciences and Technology (NUST), Islamabad, Pakistan","institution_ids":["https://openalex.org/I929597975"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I929597975"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":4.4481,"has_fulltext":false,"cited_by_count":101,"citation_normalized_percentile":{"value":0.95483065,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"6","issue":null,"first_page":"38683","last_page":"38692"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9991999864578247,"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":0.9919000267982483,"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":0.7481676340103149},{"id":"https://openalex.org/keywords/false-positive-paradox","display_name":"False positive paradox","score":0.6815804243087769},{"id":"https://openalex.org/keywords/epileptic-seizure","display_name":"Epileptic seizure","score":0.6575914621353149},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5564461946487427},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5455474853515625},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.5389360785484314},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.5279732346534729},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.5033721327781677},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.4987962245941162},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.45700159668922424},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.4533712863922119},{"id":"https://openalex.org/keywords/dynamic-mode-decomposition","display_name":"Dynamic mode decomposition","score":0.444191575050354},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3769787549972534},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.34990426898002625},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.24842038750648499},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.09092265367507935}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7481676340103149},{"id":"https://openalex.org/C64869954","wikidata":"https://www.wikidata.org/wiki/Q1859747","display_name":"False positive paradox","level":2,"score":0.6815804243087769},{"id":"https://openalex.org/C2779334592","wikidata":"https://www.wikidata.org/wiki/Q6279182","display_name":"Epileptic seizure","level":3,"score":0.6575914621353149},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5564461946487427},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5455474853515625},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.5389360785484314},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.5279732346534729},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.5033721327781677},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.4987962245941162},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.45700159668922424},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.4533712863922119},{"id":"https://openalex.org/C2777032711","wikidata":"https://www.wikidata.org/wiki/Q5318993","display_name":"Dynamic mode decomposition","level":2,"score":0.444191575050354},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3769787549972534},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34990426898002625},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.24842038750648499},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.09092265367507935},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2018.2853125","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2853125","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:1c9e4613d58446fea5774f86535f4257","is_oa":true,"landing_page_url":"https://doaj.org/article/1c9e4613d58446fea5774f86535f4257","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 6, Pp 38683-38692 (2018)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2018.2853125","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2853125","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":null,"license_id":null,"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":56,"referenced_works":["https://openalex.org/W616193750","https://openalex.org/W1563938718","https://openalex.org/W1860903952","https://openalex.org/W1965166602","https://openalex.org/W1965895350","https://openalex.org/W1969946769","https://openalex.org/W1970121110","https://openalex.org/W1990441178","https://openalex.org/W2008474726","https://openalex.org/W2010215165","https://openalex.org/W2014356541","https://openalex.org/W2015304908","https://openalex.org/W2029746815","https://openalex.org/W2039480252","https://openalex.org/W2040690030","https://openalex.org/W2053744708","https://openalex.org/W2056349259","https://openalex.org/W2058775581","https://openalex.org/W2063682302","https://openalex.org/W2071341607","https://openalex.org/W2077640225","https://openalex.org/W2088786840","https://openalex.org/W2112076978","https://openalex.org/W2135107501","https://openalex.org/W2138190513","https://openalex.org/W2153134014","https://openalex.org/W2154877864","https://openalex.org/W2162800060","https://openalex.org/W2164954534","https://openalex.org/W2168222921","https://openalex.org/W2170014674","https://openalex.org/W2279742991","https://openalex.org/W2295774550","https://openalex.org/W2308022900","https://openalex.org/W2312525737","https://openalex.org/W2335311150","https://openalex.org/W2341174028","https://openalex.org/W2342363342","https://openalex.org/W2462271429","https://openalex.org/W2524643830","https://openalex.org/W2532096974","https://openalex.org/W2560897477","https://openalex.org/W2568407436","https://openalex.org/W2598587204","https://openalex.org/W2606301878","https://openalex.org/W2734768853","https://openalex.org/W2743974497","https://openalex.org/W2763649037","https://openalex.org/W2767334709","https://openalex.org/W2963780177","https://openalex.org/W3099803807","https://openalex.org/W6676769703","https://openalex.org/W6680455596","https://openalex.org/W6680470464","https://openalex.org/W6684821008","https://openalex.org/W6727109031"],"related_works":["https://openalex.org/W1557094818","https://openalex.org/W2014356541","https://openalex.org/W2597763219","https://openalex.org/W2168222921","https://openalex.org/W2992578100","https://openalex.org/W2035021796","https://openalex.org/W3028908947","https://openalex.org/W2268351752","https://openalex.org/W2259410183","https://openalex.org/W3093542507"],"abstract_inverted_index":{"Reliable":[0],"detection":[1,81],"of":[2,5,39,53,55,96,142,163,171],"the":[3,13,22,28,35,51,150,155,175],"onset":[4],"epileptic":[6,79],"seizures":[7],"has":[8,135],"seen":[9],"renewed":[10],"interest":[11],"over":[12,138],"past":[14],"few":[15],"years,":[16],"owing":[17],"to":[18,93],"several":[19],"factors":[20],"including,":[21],"global":[23],"push":[24],"toward":[25],"digital":[26],"health-care,":[27],"advancements":[29],"in":[30,47,50,72,90,98],"signal":[31,106],"processing":[32],"techniques,":[33],"and":[34,129,154,165,168],"increased":[36],"computational":[37],"power":[38,95],"machines.":[40],"A":[41],"reliable":[42],"automatic":[43],"system":[44],"could":[45],"result":[46],"tremendous":[48],"improvement":[49],"quality":[52],"life":[54],"epilepsy":[56],"patients.":[57],"This":[58],"paper":[59,92],"presents":[60],"dynamic":[61],"mode":[62],"decomposition":[63],"(DMD),":[64],"a":[65,139],"data-driven":[66],"dimensionality":[67],"reduction":[68],"technique,":[69],"originally":[70],"used":[71,110],"fluid":[73],"mechanics,":[74],"as":[75,111],"an":[76,123],"instrument":[77],"for":[78,113,173],"seizure":[80],"from":[82,145],"scalp":[83],"electroencephalograph":[84],"(EEG)":[85],"data.":[86],"DMD":[87],"is":[88],"employed":[89],"this":[91],"measure":[94],"signals":[97],"different":[99,147],"frequency":[100],"bands.":[101],"These":[102],"subband-powers,":[103],"along":[104],"with":[105],"curve":[107],"lengths,":[108],"are":[109],"features":[112],"training":[114],"random":[115],"under-sampling":[116],"boost":[117],"decision-tree":[118],"classifier.":[119],"Post-processing":[120],"measures":[121],"ensure":[122],"acceptable":[124],"balance":[125],"between":[126],"false":[127],"positives":[128],"true":[130],"positives.":[131],"The":[132],"proposed":[133],"algorithm":[134],"been":[136],"tested":[137],"thousand":[140],"hours":[141],"EEG":[143],"data":[144,148,152,158,176],"two":[146],"sets,":[149],"CHB-MIT":[151],"set":[153],"KU":[156],"Leuven":[157],"set,":[159],"giving":[160],"sensitivity":[161],"values":[162,170],"0.87":[164],"0.88,":[166],"respectively,":[167],"specificity":[169],"0.99":[172],"both":[174],"sets.":[177]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":15},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":13},{"year":2022,"cited_by_count":19},{"year":2021,"cited_by_count":18},{"year":2020,"cited_by_count":15},{"year":2019,"cited_by_count":8}],"updated_date":"2026-08-12T21:12:35.861297","created_date":"2025-10-10T00:00:00"}