{"id":"https://openalex.org/W4401808199","doi":"https://doi.org/10.1109/atsip62566.2024.10638981","title":"Comparative Analysis of Non-Stationary Signal Processing Approaches for Epileptic Disease Detection","display_name":"Comparative Analysis of Non-Stationary Signal Processing Approaches for Epileptic Disease Detection","publication_year":2024,"publication_date":"2024-07-11","ids":{"openalex":"https://openalex.org/W4401808199","doi":"https://doi.org/10.1109/atsip62566.2024.10638981"},"language":"en","primary_location":{"id":"doi:10.1109/atsip62566.2024.10638981","is_oa":false,"landing_page_url":"https://doi.org/10.1109/atsip62566.2024.10638981","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 7th International Conference on Advanced Technologies, Signal and Image Processing (ATSIP)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5032439050","display_name":"Badreddine Mandhouj","orcid":"https://orcid.org/0000-0001-5808-0531"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Badreddine Mandhouj","raw_affiliation_strings":["Université de Tunis,ENSIT, Labo SIME,Tunis,Tunisia"],"affiliations":[{"raw_affiliation_string":"Université de Tunis,ENSIT, Labo SIME,Tunis,Tunisia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114212430","display_name":"Mohamed-Ali Cherni","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mohamed-Ali Cherni","raw_affiliation_strings":["Université de Tunis,ENSIT, Labo SIME,Tunis,Tunisia"],"affiliations":[{"raw_affiliation_string":"Université de Tunis,ENSIT, Labo SIME,Tunis,Tunisia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007949063","display_name":"Mounir Sayadi","orcid":"https://orcid.org/0000-0003-4270-421X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mounir Sayadi","raw_affiliation_strings":["Université de Tunis,ENSIT, Labo SIME,Tunis,Tunisia"],"affiliations":[{"raw_affiliation_string":"Université de Tunis,ENSIT, Labo SIME,Tunis,Tunisia","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033753600","display_name":"Basel Solaiman","orcid":"https://orcid.org/0000-0002-5977-230X"},"institutions":[{"id":"https://openalex.org/I4210127572","display_name":"IMT Atlantique","ror":"https://ror.org/030hj3061","country_code":"FR","type":"education","lineage":["https://openalex.org/I205703379","https://openalex.org/I4210127572"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Basel Solaiman","raw_affiliation_strings":["IMT Atlantique,Bretagne, TIM UMR 1101,UBL,Brest,France"],"affiliations":[{"raw_affiliation_string":"IMT Atlantique,Bretagne, TIM UMR 1101,UBL,Brest,France","institution_ids":["https://openalex.org/I4210127572"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5032439050"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3625,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.58881341,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"570","last_page":"575"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.6715999841690063,"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":0.6715999841690063,"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/T12946","display_name":"Fractal and DNA sequence analysis","score":0.5949000120162964,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/signal-processing","display_name":"Signal processing","score":0.6215792298316956},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6045571565628052},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.42938077449798584},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.4242859482765198},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3777081370353699},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37497150897979736},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.34127867221832275},{"id":"https://openalex.org/keywords/digital-signal-processing","display_name":"Digital signal processing","score":0.22920799255371094},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.18614155054092407},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.06642967462539673}],"concepts":[{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.6215792298316956},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6045571565628052},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.42938077449798584},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.4242859482765198},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3777081370353699},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37497150897979736},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.34127867221832275},{"id":"https://openalex.org/C84462506","wikidata":"https://www.wikidata.org/wiki/Q173142","display_name":"Digital signal processing","level":2,"score":0.22920799255371094},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.18614155054092407},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.06642967462539673},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/atsip62566.2024.10638981","is_oa":false,"landing_page_url":"https://doi.org/10.1109/atsip62566.2024.10638981","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 7th International Conference on Advanced Technologies, Signal and Image Processing (ATSIP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W88033444","https://openalex.org/W1989801867","https://openalex.org/W1992410255","https://openalex.org/W2007221293","https://openalex.org/W2053744708","https://openalex.org/W2094665111","https://openalex.org/W2111125935","https://openalex.org/W2138160374","https://openalex.org/W2281839376","https://openalex.org/W2601669374","https://openalex.org/W2881862143","https://openalex.org/W2888190669","https://openalex.org/W2896031995","https://openalex.org/W3130743277"],"related_works":["https://openalex.org/W2395385109","https://openalex.org/W2773633178","https://openalex.org/W2080101436","https://openalex.org/W2802335767","https://openalex.org/W2356350882","https://openalex.org/W4388090985","https://openalex.org/W1545074592","https://openalex.org/W2275559830","https://openalex.org/W351867064","https://openalex.org/W2806490148"],"abstract_inverted_index":{"Epilepsy":[0],"is":[1],"a":[2,64,74,83],"prevalent":[3],"and":[4,36,55],"unpredictable":[5],"neurological":[6],"disorder":[7],"that":[8],"requires":[9],"EEG":[10,19,30,70,94],"analysis":[11,76],"for":[12,27,68],"diagnosis.":[13],"Given":[14],"the":[15,93,97,109],"non-stationary":[16],"nature":[17],"of":[18,77,99,125],"recordings,":[20],"advanced":[21],"signal":[22,79],"processing":[23,80],"techniques":[24,81],"are":[25],"essential":[26],"classifying":[28],"epilepsy":[29],"signals":[31],"accurately":[32],"into":[33],"normal,":[34],"pre-ictal,":[35],"ictal":[37],"signals.":[38,71],"Recent":[39],"research":[40,91],"has":[41],"suggested":[42],"using":[43],"temporal":[44],"frequency":[45],"representations":[46],"like":[47],"Spectrogram,":[48],"Scalogram,":[49],"Smoothed":[50],"Pseudo":[51],"Wigner-Ville":[52],"distribution":[53],"(SPWVD),":[54],"Hilbert-Huang":[56],"Transform":[57],"(HHT).":[58],"In":[59],"this":[60],"study,":[61],"we":[62],"proposed":[63],"computerized":[65],"classification":[66,106],"method":[67],"epileptic":[69],"We":[72],"conduct":[73],"comparative":[75],"nonstationary":[78],"alongside":[82],"deep":[84],"convolutional":[85],"neural":[86],"network":[87],"(CNN)":[88],"classifier.":[89],"Our":[90,101],"utilizes":[92],"database":[95],"from":[96],"University":[98],"Bonn.":[100],"findings":[102],"indicate":[103],"variations":[104],"in":[105,116],"results":[107,120],"among":[108],"employed":[110],"feature":[111],"extraction":[112],"methods.":[113],"Spectrogram":[114],"techniques,":[115],"particular,":[117],"show":[118],"promising":[119],"with":[121],"an":[122],"average":[123],"accuracy":[124],"$98.66":[126],"\\%$.":[127]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}