{"id":"https://openalex.org/W4405271049","doi":"https://doi.org/10.1109/cvmi61877.2024.10782582","title":"Performance Analysis of Machine Learning Algorithms for the Detection of Epilepsy","display_name":"Performance Analysis of Machine Learning Algorithms for the Detection of Epilepsy","publication_year":2024,"publication_date":"2024-10-19","ids":{"openalex":"https://openalex.org/W4405271049","doi":"https://doi.org/10.1109/cvmi61877.2024.10782582"},"language":"en","primary_location":{"id":"doi:10.1109/cvmi61877.2024.10782582","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cvmi61877.2024.10782582","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Computer Vision and Machine Intelligence (CVMI)","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/A5021115833","display_name":"Rabel Guharoy","orcid":"https://orcid.org/0000-0003-0808-9671"},"institutions":[{"id":"https://openalex.org/I3132447494","display_name":"Raksha Shakti University","ror":"https://ror.org/00147fj93","country_code":"IN","type":"education","lineage":["https://openalex.org/I3132447494"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Rabel Guharoy","raw_affiliation_strings":["SITAICS Rashtriya Raksha University,Gandhinagar,India"],"affiliations":[{"raw_affiliation_string":"SITAICS Rashtriya Raksha University,Gandhinagar,India","institution_ids":["https://openalex.org/I3132447494"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055489209","display_name":"Nanda Dulal Jana","orcid":"https://orcid.org/0000-0003-0631-9912"},"institutions":[{"id":"https://openalex.org/I155837530","display_name":"National Institute of Technology Durgapur","ror":"https://ror.org/04ds0jm32","country_code":"IN","type":"education","lineage":["https://openalex.org/I155837530"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Nanda Dulal Jana","raw_affiliation_strings":["National Institute of Technology,CSE Dept.,Durgapur,India"],"affiliations":[{"raw_affiliation_string":"National Institute of Technology,CSE Dept.,Durgapur,India","institution_ids":["https://openalex.org/I155837530"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061672075","display_name":"Suparna Biswas","orcid":"https://orcid.org/0000-0002-6150-9316"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Suparna Biswas","raw_affiliation_strings":["Guru Nanak Institute of Technology,ECE Dept.,Kolkata,India"],"affiliations":[{"raw_affiliation_string":"Guru Nanak Institute of Technology,ECE Dept.,Kolkata,India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054079322","display_name":"Suparna Karmakar","orcid":null},"institutions":[{"id":"https://openalex.org/I4210093565","display_name":"Guru Nanak Eye Centre","ror":"https://ror.org/00rpbf348","country_code":"IN","type":"healthcare","lineage":["https://openalex.org/I4210093565"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Suparna Karmakar","raw_affiliation_strings":["Guru Nanak Institute of Technology,IT Dept.,Kolkata,India"],"affiliations":[{"raw_affiliation_string":"Guru Nanak Institute of Technology,IT Dept.,Kolkata,India","institution_ids":["https://openalex.org/I4210093565"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5021115833"],"corresponding_institution_ids":["https://openalex.org/I3132447494"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.23683978,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.944599986076355,"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":0.944599986076355,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7534648180007935},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5465235710144043},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.544044017791748},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.5342814922332764},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.40347322821617126},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.0761735737323761},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.05768314003944397}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7534648180007935},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5465235710144043},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.544044017791748},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.5342814922332764},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.40347322821617126},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0761735737323761},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.05768314003944397}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cvmi61877.2024.10782582","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cvmi61877.2024.10782582","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Computer Vision and Machine Intelligence (CVMI)","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":19,"referenced_works":["https://openalex.org/W804288528","https://openalex.org/W1516560083","https://openalex.org/W1977707084","https://openalex.org/W1995165836","https://openalex.org/W2005791255","https://openalex.org/W2035291187","https://openalex.org/W2040061778","https://openalex.org/W2059016985","https://openalex.org/W2065454702","https://openalex.org/W2077418264","https://openalex.org/W2101640127","https://openalex.org/W2107906820","https://openalex.org/W2116359319","https://openalex.org/W2343420905","https://openalex.org/W2501691347","https://openalex.org/W2511437437","https://openalex.org/W2594278748","https://openalex.org/W2612677225","https://openalex.org/W6714222065"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"Manual":[0],"detection":[1,59],"of":[2,50,132,139],"epileptic":[3,76],"seizure":[4,45,77],"is":[5,15],"a":[6,17,57,64,129],"critical":[7],"task":[8],"by":[9,46],"monitoring":[10],"electroencephalogram":[11],"(EEG)":[12],"signals.":[13],"It":[14],"also":[16,55],"very":[18],"laborious":[19],"job":[20],"and":[21,53,85,94,116],"requires":[22],"highly":[23],"trained":[24],"experts.":[25],"Machine":[26,111],"learning":[27,66],"based":[28,67],"approaches":[29],"are":[30,103],"widely":[31],"used":[32,81],"to":[33,40,43,73,105,120],"solve":[34],"the":[35,70,75,106,122,137],"above":[36],"said":[37],"problem":[38],"due":[39],"its":[41],"capability":[42],"detect":[44],"processing":[47],"long":[48],"length":[49],"data":[51],"sequences":[52],"it":[54],"provides":[56,63],"high":[58],"rate.":[60],"This":[61,125],"study":[62],"machine":[65],"approach":[68],"in":[69],"spatial":[71],"domain":[72],"find":[74],"patient.":[78],"We":[79],"have":[80],"three":[82],"different":[83,107],"models":[84],"two":[86],"various":[87],"dimensionality":[88,100],"reduction":[89,101],"techniques;":[90],"Principal":[91],"Component":[92],"Analysis,":[93],"Linear":[95],"Discriminant":[96],"Analysis":[97],"(LDA).":[98],"After":[99],"features":[102],"fed":[104],"classifiers,":[108],"Support":[109],"Vector":[110],"(SVM),":[112],"Logistic":[113],"regression":[114],"(LR),":[115],"K-Nearest":[117],"Neighbors":[118],"(K-NN)":[119],"diagnose":[121],"epilepsy":[123],"automatically.":[124],"proposed":[126],"method":[127],"yielded":[128],"maximum":[130],"accuracy":[131],"$\\mathbf{9":[133],"6":[134],"\\%}$":[135],"for":[136],"combination":[138],"PCA":[140],"with":[141],"SVM.":[142]},"counts_by_year":[],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}
