{"id":"https://openalex.org/W3161024128","doi":"https://doi.org/10.1145/3409334.3452065","title":"Epileptic seizures classification in EEG using PCA based genetic algorithm through machine learning","display_name":"Epileptic seizures classification in EEG using PCA based genetic algorithm through machine learning","publication_year":2021,"publication_date":"2021-04-15","ids":{"openalex":"https://openalex.org/W3161024128","doi":"https://doi.org/10.1145/3409334.3452065","mag":"3161024128"},"language":"en","primary_location":{"id":"doi:10.1145/3409334.3452065","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3409334.3452065","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2021 ACM Southeast Conference","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/A5042698390","display_name":"Md Khurram Monir Rabby","orcid":"https://orcid.org/0000-0003-3081-6388"},"institutions":[{"id":"https://openalex.org/I183697816","display_name":"Bangladesh University of Engineering and Technology","ror":"https://ror.org/05a1qpv97","country_code":"BD","type":"education","lineage":["https://openalex.org/I183697816"]}],"countries":["BD"],"is_corresponding":true,"raw_author_name":"Md Khurram Monir Rabby","raw_affiliation_strings":["North Carolina A&T State University and Bangladesh University of Engineering and Technology, Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North Carolina A&T State University and Bangladesh University of Engineering and Technology, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I183697816"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006895327","display_name":"Amirul Islam","orcid":"https://orcid.org/0000-0003-0014-7267"},"institutions":[{"id":"https://openalex.org/I35777872","display_name":"North Carolina Agricultural and Technical State University","ror":"https://ror.org/02aze4h65","country_code":"US","type":"education","lineage":["https://openalex.org/I35777872"]},{"id":"https://openalex.org/I181565077","display_name":"Georgia State University","ror":"https://ror.org/03qt6ba18","country_code":"US","type":"education","lineage":["https://openalex.org/I181565077"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"A. K. M. Kamrul Islam","raw_affiliation_strings":["Georgia State University and North Carolina A&T State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Georgia State University and North Carolina A&T State University","institution_ids":["https://openalex.org/I35777872","https://openalex.org/I181565077"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038120331","display_name":"Saeid Belkasim","orcid":null},"institutions":[{"id":"https://openalex.org/I181565077","display_name":"Georgia State University","ror":"https://ror.org/03qt6ba18","country_code":"US","type":"education","lineage":["https://openalex.org/I181565077"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Saeid Belkasim","raw_affiliation_strings":["Georgia State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Georgia State University","institution_ids":["https://openalex.org/I181565077"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091815113","display_name":"Marwan Bikdash","orcid":"https://orcid.org/0000-0002-7333-8227"},"institutions":[{"id":"https://openalex.org/I35777872","display_name":"North Carolina Agricultural and Technical State University","ror":"https://ror.org/02aze4h65","country_code":"US","type":"education","lineage":["https://openalex.org/I35777872"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Marwan U Bikdash","raw_affiliation_strings":["North Carolina A&T State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North Carolina A&T State University","institution_ids":["https://openalex.org/I35777872"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5042698390"],"corresponding_institution_ids":["https://openalex.org/I183697816"],"apc_list":null,"apc_paid":null,"fwci":1.4282,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.79586618,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"17","last_page":"24"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":1.0,"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":1.0,"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":0.9972000122070312,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9842000007629395,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.7664952874183655},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.692126452922821},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6910632252693176},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6602716445922852},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6184042096138},{"id":"https://openalex.org/keywords/binary-classification","display_name":"Binary classification","score":0.6145763397216797},{"id":"https://openalex.org/keywords/hyperparameter","display_name":"Hyperparameter","score":0.607154905796051},{"id":"https://openalex.org/keywords/epileptic-seizure","display_name":"Epileptic seizure","score":0.6003935933113098},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5928447842597961},{"id":"https://openalex.org/keywords/binary-number","display_name":"Binary number","score":0.5083686709403992},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.46466076374053955},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.2116049826145172},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14868596196174622},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.07736480236053467}],"concepts":[{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.7664952874183655},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.692126452922821},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6910632252693176},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6602716445922852},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6184042096138},{"id":"https://openalex.org/C66905080","wikidata":"https://www.wikidata.org/wiki/Q17005494","display_name":"Binary classification","level":3,"score":0.6145763397216797},{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.607154905796051},{"id":"https://openalex.org/C2779334592","wikidata":"https://www.wikidata.org/wiki/Q6279182","display_name":"Epileptic seizure","level":3,"score":0.6003935933113098},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5928447842597961},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.5083686709403992},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.46466076374053955},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.2116049826145172},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14868596196174622},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.07736480236053467},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3409334.3452065","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3409334.3452065","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2021 ACM Southeast Conference","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W1992852845","https://openalex.org/W1995511522","https://openalex.org/W2000548777","https://openalex.org/W2004306263","https://openalex.org/W2009902427","https://openalex.org/W2053744708","https://openalex.org/W2057686269","https://openalex.org/W2078944484","https://openalex.org/W2188244073","https://openalex.org/W2214916291","https://openalex.org/W2342463046","https://openalex.org/W2529404682","https://openalex.org/W2575693046","https://openalex.org/W2598587204","https://openalex.org/W2607594748","https://openalex.org/W2749431161","https://openalex.org/W2777670961","https://openalex.org/W2790716321","https://openalex.org/W2799610518","https://openalex.org/W2804112262","https://openalex.org/W2804824909","https://openalex.org/W2809868225","https://openalex.org/W2941745688","https://openalex.org/W2967087414","https://openalex.org/W2991731475","https://openalex.org/W2999435820","https://openalex.org/W3005778357","https://openalex.org/W3006560451","https://openalex.org/W3019211570","https://openalex.org/W3046029136","https://openalex.org/W4300092722","https://openalex.org/W6688612899"],"related_works":["https://openalex.org/W4390421286","https://openalex.org/W4280563792","https://openalex.org/W2140186469","https://openalex.org/W4389724018","https://openalex.org/W4318719684","https://openalex.org/W2775233965","https://openalex.org/W4318559728","https://openalex.org/W4360995913","https://openalex.org/W1987742678","https://openalex.org/W4210722555"],"abstract_inverted_index":{"In":[0],"this":[1],"research,":[2],"a":[3,112,124],"Principal":[4],"Component":[5],"Analysis":[6],"(PCA)":[7],"with":[8],"Genetic":[9,69],"Algorithm":[10,70],"based":[11],"Machine":[12],"Learning":[13],"(ML)":[14],"approach":[15,31,91],"is":[16,47,72,92,102],"developed":[17],"for":[18,40,83],"the":[19,26,36,50,57,63,76,79,85,95,105,116,119,128,137,144],"binary":[20,41],"classification":[21,42],"of":[22,38,43,66,78,108,115,130],"epileptic":[23,44,97],"seizures":[24,45],"from":[25,104],"EEG":[27,106],"dataset.":[28],"The":[29,89],"proposed":[30,90,117],"utilizes":[32],"PCA":[33],"to":[34,49,55,62,74,94,143],"reduce":[35],"number":[37,65,129],"features":[39,131],"and":[46],"applied":[48,93],"existing":[51,145],"machine":[52,80],"learning":[53,81],"models":[54,82],"evaluate":[56],"model":[58],"performance":[59,139],"in":[60,127,141],"comparison":[61,142],"higher":[64],"features.":[67],"Here,":[68],"(GA)":[71],"employed":[73],"tune":[75],"hyperparameters":[77],"identifying":[84],"best":[86],"ML":[87,138,146],"model.":[88],"UCI":[96],"seizure":[98],"recognition":[99],"dataset,":[100],"which":[101],"originated":[103],"dataset":[107],"Bonn":[109],"University.":[110],"As":[111],"preliminary":[113],"analysis":[114,121],"approach,":[118],"data":[120],"result":[122],"shows":[123],"significant":[125],"reduction":[126],"but":[132],"has":[133],"minimal":[134],"impact":[135],"on":[136],"parameters":[140],"method.":[147]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2}],"updated_date":"2026-05-07T13:39:58.223016","created_date":"2025-10-10T00:00:00"}