{"id":"https://openalex.org/W2944792999","doi":"https://doi.org/10.1109/access.2019.2915609","title":"Automatic Seizure Detection Using Multi-Resolution Dynamic Mode Decomposition","display_name":"Automatic Seizure Detection Using Multi-Resolution Dynamic Mode Decomposition","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2944792999","doi":"https://doi.org/10.1109/access.2019.2915609","mag":"2944792999"},"language":"en","primary_location":{"id":"doi:10.1109/access.2019.2915609","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2915609","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08709782.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":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://ieeexplore.ieee.org/ielx7/6287639/8600701/08709782.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100661267","display_name":"Muhammad Bilal","orcid":"https://orcid.org/0000-0001-5173-2605"},"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 Bilal","raw_affiliation_strings":["Department of Electrical Engineering, School of Electrical Engineering and Computer Science, National University of Sciences and Technology, Islamabad, Pakistan","Department of Electrical Engineering, National University of Sciences and Technology, Islamabad, Pakistan"],"raw_orcid":"https://orcid.org/0000-0001-5173-2605","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, School of Electrical Engineering and Computer Science, National University of Sciences and Technology, Islamabad, Pakistan","institution_ids":["https://openalex.org/I929597975"]},{"raw_affiliation_string":"Department of Electrical Engineering, National University of Sciences and Technology, Islamabad, Pakistan","institution_ids":["https://openalex.org/I929597975"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100775651","display_name":"Muhammad Rizwan","orcid":"https://orcid.org/0000-0003-4237-5890"},"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 Rizwan","raw_affiliation_strings":["Department of Electrical Engineering, School of Electrical Engineering and Computer Science, National University of Sciences and Technology, Islamabad, Pakistan","Department of Electrical Engineering, National University of Sciences and Technology, Islamabad, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, School of Electrical Engineering and Computer Science, National University of Sciences and Technology, Islamabad, Pakistan","institution_ids":["https://openalex.org/I929597975"]},{"raw_affiliation_string":"Department of Electrical Engineering, National University of Sciences and Technology, 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":["Department of Electrical Engineering, School of Electrical Engineering and Computer Science, National University of Sciences and Technology, Islamabad, Pakistan","Department of Electrical Engineering, National University of Sciences and Technology, Islamabad, Pakistan"],"raw_orcid":"https://orcid.org/0000-0003-1853-5364","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, School of Electrical Engineering and Computer Science, National University of Sciences and Technology, Islamabad, Pakistan","institution_ids":["https://openalex.org/I929597975"]},{"raw_affiliation_string":"Department of Electrical Engineering, National University of Sciences and Technology, Islamabad, Pakistan","institution_ids":["https://openalex.org/I929597975"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019797241","display_name":"Muhammad Murtaza Khan","orcid":"https://orcid.org/0000-0002-3255-4812"},"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 Murtaza Khan","raw_affiliation_strings":["Department of Electrical Engineering, School of Electrical Engineering and Computer Science, National University of Sciences and Technology, Islamabad, Pakistan","Department of Electrical Engineering, National University of Sciences and Technology, Islamabad, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, School of Electrical Engineering and Computer Science, National University of Sciences and Technology, Islamabad, Pakistan","institution_ids":["https://openalex.org/I929597975"]},{"raw_affiliation_string":"Department of Electrical Engineering, National University of Sciences and Technology, Islamabad, Pakistan","institution_ids":["https://openalex.org/I929597975"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042497418","display_name":"Mohammed Saeed Alkatheir","orcid":null},"institutions":[{"id":"https://openalex.org/I4210099699","display_name":"University of Jeddah","ror":"https://ror.org/015ya8798","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210099699"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mohammed Saeed Alkatheir","raw_affiliation_strings":["Department of Cybersecurity, College of Computer Science and Engineering, University of Jeddah, Jeddah, Saudi Arabia","Department of Cybersecurity, University of Jeddah, Jeddah, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Cybersecurity, College of Computer Science and Engineering, University of Jeddah, Jeddah, Saudi Arabia","institution_ids":["https://openalex.org/I4210099699"]},{"raw_affiliation_string":"Department of Cybersecurity, University of Jeddah, Jeddah, Saudi Arabia","institution_ids":["https://openalex.org/I4210099699"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046419777","display_name":"Mohammed A. Alqarni","orcid":"https://orcid.org/0000-0002-3284-537X"},"institutions":[{"id":"https://openalex.org/I4210099699","display_name":"University of Jeddah","ror":"https://ror.org/015ya8798","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210099699"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mohammed Alqarni","raw_affiliation_strings":["Department of Software Engineering, College of Computer Science and Engineering, University of Jeddah, Jeddah, Saudi Arabia","Department of Software Engineering, University of Jeddah, Jeddah, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-3284-537X","affiliations":[{"raw_affiliation_string":"Department of Software Engineering, College of Computer Science and Engineering, University of Jeddah, Jeddah, Saudi Arabia","institution_ids":["https://openalex.org/I4210099699"]},{"raw_affiliation_string":"Department of Software Engineering, University of Jeddah, Jeddah, Saudi Arabia","institution_ids":["https://openalex.org/I4210099699"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"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":2.0359,"has_fulltext":true,"cited_by_count":35,"citation_normalized_percentile":{"value":0.8628998,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"7","issue":null,"first_page":"61180","last_page":"61194"},"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":0.9995999932289124,"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":0.9983000159263611,"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":0.7508935928344727},{"id":"https://openalex.org/keywords/dynamic-mode-decomposition","display_name":"Dynamic mode decomposition","score":0.5761607885360718},{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.5571107864379883},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.5044070482254028},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4883229434490204},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.48680493235588074},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.48231935501098633},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4736429750919342},{"id":"https://openalex.org/keywords/false-alarm","display_name":"False alarm","score":0.46460193395614624},{"id":"https://openalex.org/keywords/false-positive-rate","display_name":"False positive rate","score":0.4592438042163849},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4354930818080902},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.33665791153907776},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.24651050567626953}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7508935928344727},{"id":"https://openalex.org/C2777032711","wikidata":"https://www.wikidata.org/wiki/Q5318993","display_name":"Dynamic mode decomposition","level":2,"score":0.5761607885360718},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.5571107864379883},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.5044070482254028},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4883229434490204},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.48680493235588074},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.48231935501098633},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4736429750919342},{"id":"https://openalex.org/C2776836416","wikidata":"https://www.wikidata.org/wiki/Q1364844","display_name":"False alarm","level":2,"score":0.46460193395614624},{"id":"https://openalex.org/C95922358","wikidata":"https://www.wikidata.org/wiki/Q5432725","display_name":"False positive rate","level":2,"score":0.4592438042163849},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4354930818080902},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.33665791153907776},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.24651050567626953},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2019.2915609","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2915609","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08709782.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":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:a375c83fd43c4322a5f036a5836e7a34","is_oa":true,"landing_page_url":"https://doaj.org/article/a375c83fd43c4322a5f036a5836e7a34","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 61180-61194 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2019.2915609","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2915609","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08709782.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":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":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2944792999.pdf","grobid_xml":"https://content.openalex.org/works/W2944792999.grobid-xml"},"referenced_works_count":52,"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/W1979148805","https://openalex.org/W1996183177","https://openalex.org/W2008474726","https://openalex.org/W2010215165","https://openalex.org/W2014356541","https://openalex.org/W2015304908","https://openalex.org/W2031816776","https://openalex.org/W2035987281","https://openalex.org/W2040690030","https://openalex.org/W2042013578","https://openalex.org/W2056349259","https://openalex.org/W2058775581","https://openalex.org/W2077746856","https://openalex.org/W2080966422","https://openalex.org/W2088786840","https://openalex.org/W2112076978","https://openalex.org/W2113894235","https://openalex.org/W2122923860","https://openalex.org/W2135107501","https://openalex.org/W2138190513","https://openalex.org/W2154685568","https://openalex.org/W2162800060","https://openalex.org/W2164954534","https://openalex.org/W2170014674","https://openalex.org/W2279742991","https://openalex.org/W2335311150","https://openalex.org/W2339955186","https://openalex.org/W2341174028","https://openalex.org/W2524643830","https://openalex.org/W2532096974","https://openalex.org/W2568407436","https://openalex.org/W2587988681","https://openalex.org/W2605295971","https://openalex.org/W2743974497","https://openalex.org/W2794331684","https://openalex.org/W2874253909","https://openalex.org/W2901684226","https://openalex.org/W2904559787","https://openalex.org/W2963780177","https://openalex.org/W3099803807","https://openalex.org/W4289283583","https://openalex.org/W4293718925","https://openalex.org/W6676769703","https://openalex.org/W6680455596","https://openalex.org/W6684821008","https://openalex.org/W6727109031","https://openalex.org/W6785552257"],"related_works":["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/W2013909972","https://openalex.org/W2125533329","https://openalex.org/W2519994694","https://openalex.org/W2165968459"],"abstract_inverted_index":{"Epilepsy":[0,17],"is":[1,18,81],"one":[2],"of":[3,25,37,43,55,90,106,150,170,176,184,193],"the":[4,15,23,35,41,46,53,88,137,143,151,157,163,208,219],"most":[5],"prevalent":[6],"neurological":[7],"issues":[8],"faced":[9],"by":[10,20],"a":[11,29,67,82,99,104,168,174,180,191,212],"large":[12],"population":[13],"around":[14],"globe.":[16],"marked":[19],"intermittent":[21],"seizures,":[22],"detection":[24],"which":[26,80],"can":[27,96],"be":[28],"challenging":[30],"problem.":[31],"Therefore,":[32],"reliably":[33],"detecting":[34],"onset":[36],"seizures":[38],"has":[39,153],"evoked":[40],"interest":[42],"researchers":[44],"over":[45],"last":[47],"few":[48],"years.":[49],"Major":[50],"leaps":[51],"in":[52,215],"domain":[54],"machine":[56],"learning,":[57],"signal":[58],"processing":[59],"methods,":[60],"and":[61,125,141,145,172,178,186,190,195,200],"computational":[62],"capabilities":[63],"have":[64,113,130],"made":[65],"it":[66],"tractable":[68],"task.":[69],"In":[70],"this":[71,115],"paper,":[72],"we":[73],"apply":[74],"multi-resolution":[75,209],"dynamic":[76,221],"mode":[77,222],"decomposition":[78],"(MRDMD),":[79],"data-driven":[83],"dimensionality":[84],"reduction":[85],"technique,":[86],"on":[87,117],"problem":[89],"epileptic":[91],"seizure":[92],"detection.":[93],"This":[94],"method":[95,159],"effectively":[97],"separate":[98],"complex":[100],"non-linear":[101],"system":[102],"into":[103],"collection":[105],"time-scale":[107],"components":[108],"at":[109],"different":[110,119],"resolutions.":[111],"We":[112,129],"applied":[114,131,160],"algorithm":[116,166],"two":[118],"scalp":[120],"EEG":[121],"datasets,":[122],"i.e.,":[123],"CHB-MIT":[124,199],"KU":[126,201],"Leaven":[127],"datasets.":[128,164],"necessary":[132],"post-processing":[133],"steps":[134],"to":[135,161],"reduce":[136],"false":[138,181],"alarm":[139,182],"rate":[140,183],"boost":[142],"sensitivity":[144,169,216],"specificity.":[146],"A":[147],"detailed":[148],"analysis":[149,210],"results":[152,205],"been":[154],"presented":[155],"for":[156,198],"proposed":[158],"both":[162],"The":[165,204],"achieves":[167],"0.937":[171],"0.96,":[173],"specificity":[175],"0.99":[177],"0.99,":[179],"0.587":[185],"0.413":[187],"per":[188],"hour,":[189],"latency":[192],"3.12":[194],"2.75":[196],"s":[197],"Leuven,":[202],"respectively.":[203],"indicate":[206],"that":[207],"yields":[211],"significant":[213],"improvement":[214],"compared":[217],"with":[218],"basic":[220],"decomposition.":[223]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":4}],"updated_date":"2026-07-03T06:15:21.484131","created_date":"2025-10-10T00:00:00"}
