{"id":"https://openalex.org/W2888549995","doi":"https://doi.org/10.1186/s40708-018-0088-8","title":"Automated epileptic seizures detection using multi-features and multilayer perceptron neural network","display_name":"Automated epileptic seizures detection using multi-features and multilayer perceptron neural network","publication_year":2018,"publication_date":"2018-08-20","ids":{"openalex":"https://openalex.org/W2888549995","doi":"https://doi.org/10.1186/s40708-018-0088-8","mag":"2888549995","pmid":"https://pubmed.ncbi.nlm.nih.gov/30175391"},"language":"en","primary_location":{"id":"doi:10.1186/s40708-018-0088-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40708-018-0088-8","pdf_url":"https://braininformatics.springeropen.com/track/pdf/10.1186/s40708-018-0088-8.pdf","source":{"id":"https://openalex.org/S2498492389","display_name":"Brain Informatics","issn_l":"2198-4018","issn":["2198-4018","2198-4026"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Brain Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://braininformatics.springeropen.com/track/pdf/10.1186/s40708-018-0088-8.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043209594","display_name":"N. Sriraam","orcid":"https://orcid.org/0000-0003-3790-3900"},"institutions":[{"id":"https://openalex.org/I4210134671","display_name":"M.S. Ramaiah Medical College","ror":"https://ror.org/03j554d90","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210134671"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"N. Sriraam","raw_affiliation_strings":["Centre for Medical Electronics and Computing, Ramaiah Institute of Technology (Affiliated to VTU Belgaum), Bengaluru, India. sriraam@msrit.edu","Centre for Medical Electronics and Computing, Ramaiah Institute of Technology (Affiliated to VTU Belgaum), Bengaluru, India"],"raw_orcid":"https://orcid.org/0000-0003-3790-3900","affiliations":[{"raw_affiliation_string":"Centre for Medical Electronics and Computing, Ramaiah Institute of Technology (Affiliated to VTU Belgaum), Bengaluru, India. sriraam@msrit.edu","institution_ids":["https://openalex.org/I4210134671"]},{"raw_affiliation_string":"Centre for Medical Electronics and Computing, Ramaiah Institute of Technology (Affiliated to VTU Belgaum), Bengaluru, India","institution_ids":["https://openalex.org/I4210134671"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075646251","display_name":"S. Raghu","orcid":"https://orcid.org/0000-0001-9883-6751"},"institutions":[{"id":"https://openalex.org/I4210134671","display_name":"M.S. Ramaiah Medical College","ror":"https://ror.org/03j554d90","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210134671"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"S. Raghu","raw_affiliation_strings":["Centre for Medical Electronics and Computing, Ramaiah Institute of Technology (Affiliated to VTU Belgaum), Bengaluru, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Medical Electronics and Computing, Ramaiah Institute of Technology (Affiliated to VTU Belgaum), Bengaluru, India","institution_ids":["https://openalex.org/I4210134671"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055008020","display_name":"Kadeeja Tamanna","orcid":null},"institutions":[{"id":"https://openalex.org/I4210134671","display_name":"M.S. Ramaiah Medical College","ror":"https://ror.org/03j554d90","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210134671"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Kadeeja Tamanna","raw_affiliation_strings":["Centre for Medical Electronics and Computing, Ramaiah Institute of Technology (Affiliated to VTU Belgaum), Bengaluru, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Medical Electronics and Computing, Ramaiah Institute of Technology (Affiliated to VTU Belgaum), Bengaluru, India","institution_ids":["https://openalex.org/I4210134671"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091733799","display_name":"Leena Narayan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210134671","display_name":"M.S. Ramaiah Medical College","ror":"https://ror.org/03j554d90","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210134671"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Leena Narayan","raw_affiliation_strings":["Centre for Medical Electronics and Computing, Ramaiah Institute of Technology (Affiliated to VTU Belgaum), Bengaluru, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Medical Electronics and Computing, Ramaiah Institute of Technology (Affiliated to VTU Belgaum), Bengaluru, India","institution_ids":["https://openalex.org/I4210134671"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090270671","display_name":"Mehraj Khanum","orcid":null},"institutions":[{"id":"https://openalex.org/I4210134671","display_name":"M.S. Ramaiah Medical College","ror":"https://ror.org/03j554d90","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210134671"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Mehraj Khanum","raw_affiliation_strings":["Centre for Medical Electronics and Computing, Ramaiah Institute of Technology (Affiliated to VTU Belgaum), Bengaluru, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Medical Electronics and Computing, Ramaiah Institute of Technology (Affiliated to VTU Belgaum), Bengaluru, India","institution_ids":["https://openalex.org/I4210134671"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076387267","display_name":"A. S. Hegde","orcid":"https://orcid.org/0009-0008-6426-8395"},"institutions":[{"id":"https://openalex.org/I4210134671","display_name":"M.S. Ramaiah Medical College","ror":"https://ror.org/03j554d90","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210134671"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"A. S. Hegde","raw_affiliation_strings":["Institute of Neuroscience, Ramaiah Medical College and Hospitals, Bengaluru, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Neuroscience, Ramaiah Medical College and Hospitals, Bengaluru, India","institution_ids":["https://openalex.org/I4210134671"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075171589","display_name":"Anjani Kumar","orcid":"https://orcid.org/0000-0002-1881-1050"},"institutions":[{"id":"https://openalex.org/I4210134671","display_name":"M.S. Ramaiah Medical College","ror":"https://ror.org/03j554d90","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210134671"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Anjani Bhushan Kumar","raw_affiliation_strings":["Institute of Neuroscience, Ramaiah Medical College and Hospitals, Bengaluru, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Neuroscience, Ramaiah Medical College and Hospitals, Bengaluru, India","institution_ids":["https://openalex.org/I4210134671"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5043209594"],"corresponding_institution_ids":["https://openalex.org/I4210134671"],"apc_list":{"value":790,"currency":"GBP","value_usd":969},"apc_paid":{"value":790,"currency":"GBP","value_usd":969},"fwci":1.925,"has_fulltext":true,"cited_by_count":47,"citation_normalized_percentile":{"value":0.85419705,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"5","issue":"2","first_page":"10","last_page":"10"},"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":0.9937000274658203,"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/T10320","display_name":"Neural Networks and Applications","score":0.9865000247955322,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.6485850214958191},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6382884979248047},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6306349039077759},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5470300316810608},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"Multilayer perceptron","score":0.521051824092865},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4704127609729767},{"id":"https://openalex.org/keywords/epileptic-seizure","display_name":"Epileptic seizure","score":0.4455278813838959},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.3239036798477173},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.17766469717025757}],"concepts":[{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.6485850214958191},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6382884979248047},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6306349039077759},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5470300316810608},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.521051824092865},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4704127609729767},{"id":"https://openalex.org/C2779334592","wikidata":"https://www.wikidata.org/wiki/Q6279182","display_name":"Epileptic seizure","level":3,"score":0.4455278813838959},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.3239036798477173},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.17766469717025757}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1186/s40708-018-0088-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40708-018-0088-8","pdf_url":"https://braininformatics.springeropen.com/track/pdf/10.1186/s40708-018-0088-8.pdf","source":{"id":"https://openalex.org/S2498492389","display_name":"Brain Informatics","issn_l":"2198-4018","issn":["2198-4018","2198-4026"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Brain Informatics","raw_type":"journal-article"},{"id":"pmid:30175391","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30175391","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":"Brain informatics","raw_type":null},{"id":"pmh:oai:doaj.org/article:a870e873d10b43c78f75f6aaa323c89c","is_oa":true,"landing_page_url":"https://doaj.org/article/a870e873d10b43c78f75f6aaa323c89c","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":"Brain Informatics, Vol 5, Iss 2, Pp 1-10 (2018)","raw_type":"article"},{"id":"pmh:oai:europepmc.org:5164183","is_oa":true,"landing_page_url":"http://europepmc.org/pmc/articles/PMC6170940","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:6170940","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6170940","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Brain Inform","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s40708-018-0088-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40708-018-0088-8","pdf_url":"https://braininformatics.springeropen.com/track/pdf/10.1186/s40708-018-0088-8.pdf","source":{"id":"https://openalex.org/S2498492389","display_name":"Brain Informatics","issn_l":"2198-4018","issn":["2198-4018","2198-4026"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Brain Informatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2888549995.pdf","grobid_xml":"https://content.openalex.org/works/W2888549995.grobid-xml"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W1204938761","https://openalex.org/W1514558801","https://openalex.org/W1733363676","https://openalex.org/W1974991504","https://openalex.org/W1989801867","https://openalex.org/W1995875735","https://openalex.org/W2011714246","https://openalex.org/W2021938316","https://openalex.org/W2030925257","https://openalex.org/W2038304013","https://openalex.org/W2038421214","https://openalex.org/W2056120962","https://openalex.org/W2056349259","https://openalex.org/W2056925087","https://openalex.org/W2065454702","https://openalex.org/W2097135525","https://openalex.org/W2102244548","https://openalex.org/W2107541057","https://openalex.org/W2110485445","https://openalex.org/W2117439573","https://openalex.org/W2119234283","https://openalex.org/W2119647652","https://openalex.org/W2128396630","https://openalex.org/W2129094939","https://openalex.org/W2138371115","https://openalex.org/W2320466601","https://openalex.org/W2419542619","https://openalex.org/W2518936540","https://openalex.org/W2546050570","https://openalex.org/W2563273754","https://openalex.org/W2739428828","https://openalex.org/W2751648704","https://openalex.org/W2810314999","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2395385109","https://openalex.org/W2773633178","https://openalex.org/W2802335767","https://openalex.org/W2080101436","https://openalex.org/W3158157485","https://openalex.org/W2243550366","https://openalex.org/W2363907062","https://openalex.org/W2393137063","https://openalex.org/W3000407446","https://openalex.org/W2103550798"],"abstract_inverted_index":{"Detection":[0],"of":[1,19,26,52,87,95,141,161,174],"epileptic":[2,27,216],"seizure":[3,28,194],"activities":[4],"from":[5,82,92,196],"long-term":[6,30,56],"multi-channel":[7,57,197],"electroencephalogram":[8],"(EEG)":[9],"signals":[10],"plays":[11],"a":[12,55],"significant":[13],"role":[14],"in":[15,29,54,206],"the":[16,20,62,83,93,109,139,142,154,159,162,184,187],"timely":[17],"treatment":[18],"patients":[21],"with":[22],"epilepsy.":[23],"Visual":[24],"identification":[25],"EEG":[31,58,88,198,217],"is":[32,59,190],"cumbersome":[33],"and":[34,72,100,112,124,126,135,149,170,177,215],"tedious":[35],"for":[36,49,61,145,192,213],"neurologists,":[37],"which":[38],"might":[39],"also":[40],"lead":[41],"to":[42,107,153,157,208],"human":[43],"error.":[44],"Therefore,":[45],"an":[46,68,210],"automated":[47,211],"tool":[48],"accurate":[50],"detection":[51,172],"seizures":[53],"essential":[60],"clinical":[63],"diagnosis.":[64],"This":[65],"study":[66,189],"proposes":[67],"algorithm":[69],"using":[70,181],"multi-features":[71,150],"multilayer":[73],"perceptron":[74],"neural":[75],"network":[76],"(MLPNN)":[77],"classifier.":[78],"After":[79],"appropriate":[80],"approval":[81],"ethical":[84],"committee,":[85],"recordings":[86],"data":[89],"were":[90,129,151],"collected":[91],"Institute":[94],"Neurosciences,":[96],"Ramaiah":[97],"Memorial":[98],"College":[99],"Hospital,":[101],"Bengaluru.":[102],"Initially,":[103],"preprocessing":[104],"was":[105,204],"performed":[106],"remove":[108],"power-line":[110],"noise":[111],"motion":[113],"artifacts.":[114],"Four":[115],"features,":[116],"namely":[117],"power":[118],"spectral":[119],"density":[120],"(Yule\u2013Walker),":[121],"entropy":[122],"(Shannon":[123],"Renyi),":[125],"Teager":[127],"energy,":[128],"extracted.":[130],"The":[131,164,200],"Wilcoxon":[132],"rank-sum":[133],"test":[134],"descriptive":[136],"analysis":[137],"ensure":[138],"suitability":[140],"proposed":[143,188],"features":[144],"pattern":[146],"classification.":[147],"Single":[148],"fed":[152],"MLPNN":[155],"classifier":[156],"evaluate":[158],"performance":[160],"study.":[163],"simulation":[165],"results":[166,185],"showed":[167],"sensitivity,":[168],"specificity,":[169],"false":[171],"rate":[173],"97.1%,":[175],"97.8%,":[176],"1":[178],"h\u22121,":[179],"respectively,":[180],"multi-features.":[182],"Further,":[183],"indicate":[186],"suitable":[191],"real-time":[193],"recognition":[195],"recording.":[199],"graphical":[201],"user":[202],"interface":[203],"developed":[205],"MATLAB":[207],"provide":[209],"biomarker":[212],"normal":[214],"signals.":[218]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":5}],"updated_date":"2026-06-03T09:05:47.796612","created_date":"2025-10-10T00:00:00"}