{"id":"https://openalex.org/W4200022805","doi":"https://doi.org/10.1109/embc46164.2021.9629538","title":"Performance Analysis of Entropy Methods in Detecting Epileptic Seizure from Surface Electroencephalograms","display_name":"Performance Analysis of Entropy Methods in Detecting Epileptic Seizure from Surface Electroencephalograms","publication_year":2021,"publication_date":"2021-11-01","ids":{"openalex":"https://openalex.org/W4200022805","doi":"https://doi.org/10.1109/embc46164.2021.9629538","pmid":"https://pubmed.ncbi.nlm.nih.gov/34891475"},"language":"en","primary_location":{"id":"doi:10.1109/embc46164.2021.9629538","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc46164.2021.9629538","pdf_url":null,"source":{"id":"https://openalex.org/S4363607750","display_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://figshare.com/articles/conference_contribution/Performance_Analysis_of_Entropy_Methods_in_Detecting_Epileptic_Seizure_from_Surface_Electroencephalograms/20628072","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043046041","display_name":"Emran Ali","orcid":"https://orcid.org/0000-0003-3095-5265"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Emran Ali","raw_affiliation_strings":["School of Information Technology, Deakin University, Burwood, Melbourne, VIC, Australia"],"affiliations":[{"raw_affiliation_string":"School of Information Technology, Deakin University, Burwood, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036562950","display_name":"Radhagayathri K. Udhayakumar","orcid":"https://orcid.org/0000-0003-2647-7387"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Radhagayathri K. Udhayakumar","raw_affiliation_strings":["School of Information Technology, Deakin University, Burwood, Melbourne, VIC, Australia"],"affiliations":[{"raw_affiliation_string":"School of Information Technology, Deakin University, Burwood, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014624042","display_name":"Maia Angelova","orcid":"https://orcid.org/0000-0002-0931-0916"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Maia Angelova","raw_affiliation_strings":["School of Information Technology, Deakin University, Burwood, Melbourne, VIC, Australia"],"affiliations":[{"raw_affiliation_string":"School of Information Technology, Deakin University, Burwood, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001203013","display_name":"Chandan Karmakar","orcid":"https://orcid.org/0000-0003-1814-0856"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Chandan Karmakar","raw_affiliation_strings":["School of Information Technology, Deakin University, Burwood, Melbourne, VIC, Australia"],"affiliations":[{"raw_affiliation_string":"School of Information Technology, Deakin University, Burwood, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I149704539"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5043046041"],"corresponding_institution_ids":["https://openalex.org/I149704539"],"apc_list":null,"apc_paid":null,"fwci":1.764,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.85545455,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"2021","issue":null,"first_page":"1082","last_page":"1085"},"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/T10320","display_name":"Neural Networks and Applications","score":0.9855999946594238,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9850999712944031,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.7528425455093384},{"id":"https://openalex.org/keywords/stereoelectroencephalography","display_name":"Stereoelectroencephalography","score":0.7390812635421753},{"id":"https://openalex.org/keywords/entropy","display_name":"Entropy (arrow of time)","score":0.6830485463142395},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.656683623790741},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5859653353691101},{"id":"https://openalex.org/keywords/approximate-entropy","display_name":"Approximate entropy","score":0.5538992881774902},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5409762263298035},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.4907339811325073},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.33137983083724976},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.21035447716712952},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.14103078842163086},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.13921281695365906},{"id":"https://openalex.org/keywords/epilepsy-surgery","display_name":"Epilepsy surgery","score":0.13051998615264893}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7528425455093384},{"id":"https://openalex.org/C98254291","wikidata":"https://www.wikidata.org/wiki/Q7611238","display_name":"Stereoelectroencephalography","level":4,"score":0.7390812635421753},{"id":"https://openalex.org/C106301342","wikidata":"https://www.wikidata.org/wiki/Q4117933","display_name":"Entropy (arrow of time)","level":2,"score":0.6830485463142395},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.656683623790741},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5859653353691101},{"id":"https://openalex.org/C86859247","wikidata":"https://www.wikidata.org/wiki/Q4781760","display_name":"Approximate entropy","level":3,"score":0.5538992881774902},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5409762263298035},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.4907339811325073},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.33137983083724976},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.21035447716712952},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.14103078842163086},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.13921281695365906},{"id":"https://openalex.org/C2780803581","wikidata":"https://www.wikidata.org/wiki/Q1347108","display_name":"Epilepsy surgery","level":3,"score":0.13051998615264893},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019277","descriptor_name":"Entropy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019277","descriptor_name":"Entropy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019277","descriptor_name":"Entropy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1109/embc46164.2021.9629538","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc46164.2021.9629538","pdf_url":null,"source":{"id":"https://openalex.org/S4363607750","display_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:34891475","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34891475","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null},{"id":"pmh:oai:dro.deakin.edu.au:DU:30161200","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401102","display_name":"Own your potential (DEAKIN)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I149704539","host_organization_name":"Deakin University","host_organization_lineage":["https://openalex.org/I149704539"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"},{"id":"pmh:oai:figshare.com:article/20628072","is_oa":true,"landing_page_url":"https://figshare.com/articles/conference_contribution/Performance_Analysis_of_Entropy_Methods_in_Detecting_Epileptic_Seizure_from_Surface_Electroencephalograms/20628072","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:figshare.com:article/20628072","is_oa":true,"landing_page_url":"https://figshare.com/articles/conference_contribution/Performance_Analysis_of_Entropy_Methods_in_Detecting_Epileptic_Seizure_from_Surface_Electroencephalograms/20628072","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1626021593","https://openalex.org/W1862394037","https://openalex.org/W1966828595","https://openalex.org/W1990496838","https://openalex.org/W1995875735","https://openalex.org/W2063682302","https://openalex.org/W2070051876","https://openalex.org/W2084174584","https://openalex.org/W2101742445","https://openalex.org/W2122882636","https://openalex.org/W2160867523","https://openalex.org/W2171707680","https://openalex.org/W2580387350","https://openalex.org/W2793694534","https://openalex.org/W2889617221","https://openalex.org/W2914838500","https://openalex.org/W2914983076","https://openalex.org/W3002879843","https://openalex.org/W3035370092","https://openalex.org/W6940928799"],"related_works":["https://openalex.org/W2585597192","https://openalex.org/W3206089323","https://openalex.org/W4286908839","https://openalex.org/W2781435253","https://openalex.org/W3012077168","https://openalex.org/W3031543390","https://openalex.org/W2078585367","https://openalex.org/W4244448887","https://openalex.org/W2482165089","https://openalex.org/W2376346938"],"abstract_inverted_index":{"Physiological":[0],"signals":[1],"like":[2],"Electrocardiography":[3],"(ECG)":[4],"and":[5,10,50,57,75,110,121,131],"Electroencephalography":[6,89],"(EEG)":[7],"are":[8,43,113],"complex":[9],"nonlinear":[11,25,38],"in":[12,36],"nature.":[13],"To":[14],"retrieve":[15],"diagnostic":[16],"information":[17],"from":[18,87,98,102,126],"these,":[19],"we":[20,55],"need":[21],"the":[22,37,59,103],"help":[23],"of":[24,27,61,106,124],"methods":[26],"analysis.":[28,51],"Entropy":[29],"estimation":[30],"is":[31],"a":[32],"very":[33],"popular":[34],"approach":[35],"category,":[39],"where":[40],"entropy":[41,63,67,70,73,112],"estimates":[42],"used":[44],"as":[45,79],"features":[46,81,118],"for":[47,119],"signal":[48],"classification":[49,80],"In":[52],"this":[53],"study,":[54],"analyze":[56],"compare":[58],"performances":[60],"four":[62],"methods;":[64],"namely":[65],"Distribution":[66],"(DistEn),":[68],"Shannon":[69],"(ShanEn),":[71],"Renyi":[72],"(RenEn)":[74],"LempelZiv":[76,111],"complexity":[77],"(LempelZiv)":[78],"to":[82,115],"detect":[83],"epileptic":[84],"seizure":[85],"(ES)":[86],"surface":[88],"(sEEG)":[90],"signal.":[91],"Experiments":[92],"were":[93],"conducted":[94],"on":[95],"sEEG":[96],"data":[97],"23":[99],"subjects,":[100],"obtained":[101],"CHB-MIT":[104],"database":[105],"PhysioNet.":[107],"ShanEn,":[108],"RenEn":[109],"found":[114],"be":[116],"potential":[117],"accurate":[120],"consistent":[122],"detection":[123],"ES":[125],"sEEG,":[127],"across":[128],"multiple":[129],"channels":[130],"subjects.":[132]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}