{"id":"https://openalex.org/W4378373526","doi":"https://doi.org/10.1109/isdfs58141.2023.10131123","title":"Comparison of QSVM with Other Machine Learning Algorithms on EEG Signals","display_name":"Comparison of QSVM with Other Machine Learning Algorithms on EEG Signals","publication_year":2023,"publication_date":"2023-05-11","ids":{"openalex":"https://openalex.org/W4378373526","doi":"https://doi.org/10.1109/isdfs58141.2023.10131123"},"language":"en","primary_location":{"id":"doi:10.1109/isdfs58141.2023.10131123","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isdfs58141.2023.10131123","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 11th International Symposium on Digital Forensics and Security (ISDFS)","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/A5068887235","display_name":"Gamzepelin Aksoy","orcid":"https://orcid.org/0000-0002-5328-2983"},"institutions":[{"id":"https://openalex.org/I143396566","display_name":"F\u0131rat University","ror":"https://ror.org/05teb7b63","country_code":"TR","type":"education","lineage":["https://openalex.org/I143396566"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Gamzepelin Aksoy","raw_affiliation_strings":["Firat University,Department of Software Engineering,Elazig,Turkey","Department of Software Engineering, Firat University, Elazig, Turkey"],"affiliations":[{"raw_affiliation_string":"Firat University,Department of Software Engineering,Elazig,Turkey","institution_ids":["https://openalex.org/I143396566"]},{"raw_affiliation_string":"Department of Software Engineering, Firat University, Elazig, Turkey","institution_ids":["https://openalex.org/I143396566"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037649961","display_name":"Murat Karabatak","orcid":"https://orcid.org/0000-0002-6719-7421"},"institutions":[{"id":"https://openalex.org/I143396566","display_name":"F\u0131rat University","ror":"https://ror.org/05teb7b63","country_code":"TR","type":"education","lineage":["https://openalex.org/I143396566"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Murat Karabatak","raw_affiliation_strings":["Firat University,Department of Software Engineering,Elazig,Turkey","Department of Software Engineering, Firat University, Elazig, Turkey"],"affiliations":[{"raw_affiliation_string":"Firat University,Department of Software Engineering,Elazig,Turkey","institution_ids":["https://openalex.org/I143396566"]},{"raw_affiliation_string":"Department of Software Engineering, Firat University, Elazig, Turkey","institution_ids":["https://openalex.org/I143396566"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5068887235"],"corresponding_institution_ids":["https://openalex.org/I143396566"],"apc_list":null,"apc_paid":null,"fwci":1.5734,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.86036028,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"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/T10682","display_name":"Quantum Computing Algorithms and Architecture","score":0.9993000030517578,"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"}},"topics":[{"id":"https://openalex.org/T10682","display_name":"Quantum Computing Algorithms and Architecture","score":0.9993000030517578,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9945999979972839,"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/T10020","display_name":"Quantum Information and Cryptography","score":0.9926999807357788,"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/computer-science","display_name":"Computer science","score":0.7500694394111633},{"id":"https://openalex.org/keywords/hyperparameter","display_name":"Hyperparameter","score":0.7224962711334229},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6924254894256592},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.6391736268997192},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6186515092849731},{"id":"https://openalex.org/keywords/quantum-machine-learning","display_name":"Quantum machine learning","score":0.5690929889678955},{"id":"https://openalex.org/keywords/quantum","display_name":"Quantum","score":0.5187737941741943},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5083824992179871},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.48578885197639465},{"id":"https://openalex.org/keywords/component-analysis","display_name":"Component analysis","score":0.47794559597969055},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.44571542739868164},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.4426997900009155},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4255814552307129},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3378801941871643},{"id":"https://openalex.org/keywords/quantum-algorithm","display_name":"Quantum algorithm","score":0.3090972304344177}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7500694394111633},{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.7224962711334229},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6924254894256592},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.6391736268997192},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6186515092849731},{"id":"https://openalex.org/C2779094486","wikidata":"https://www.wikidata.org/wiki/Q18811578","display_name":"Quantum machine learning","level":4,"score":0.5690929889678955},{"id":"https://openalex.org/C84114770","wikidata":"https://www.wikidata.org/wiki/Q46344","display_name":"Quantum","level":2,"score":0.5187737941741943},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5083824992179871},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.48578885197639465},{"id":"https://openalex.org/C2780692498","wikidata":"https://www.wikidata.org/wiki/Q16950721","display_name":"Component analysis","level":2,"score":0.47794559597969055},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.44571542739868164},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.4426997900009155},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4255814552307129},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3378801941871643},{"id":"https://openalex.org/C137019171","wikidata":"https://www.wikidata.org/wiki/Q2623817","display_name":"Quantum algorithm","level":3,"score":0.3090972304344177},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"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:10.1109/isdfs58141.2023.10131123","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isdfs58141.2023.10131123","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 11th International Symposium on Digital Forensics and Security (ISDFS)","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":22,"referenced_works":["https://openalex.org/W571805963","https://openalex.org/W2091851933","https://openalex.org/W2092444199","https://openalex.org/W2140190241","https://openalex.org/W2371638596","https://openalex.org/W2417131376","https://openalex.org/W2760752793","https://openalex.org/W3035405592","https://openalex.org/W3112907478","https://openalex.org/W3204001004","https://openalex.org/W4206106958","https://openalex.org/W4206177083","https://openalex.org/W4220769368","https://openalex.org/W4283260882","https://openalex.org/W4292348357","https://openalex.org/W4313054849","https://openalex.org/W4319322542","https://openalex.org/W4402546660","https://openalex.org/W6623737539","https://openalex.org/W6680704940","https://openalex.org/W6786837258","https://openalex.org/W6849055211"],"related_works":["https://openalex.org/W4289534122","https://openalex.org/W4285326889","https://openalex.org/W2906136444","https://openalex.org/W4312288010","https://openalex.org/W4382240995","https://openalex.org/W4298182858","https://openalex.org/W3192002582","https://openalex.org/W4362682022","https://openalex.org/W4226152172","https://openalex.org/W4294612786"],"abstract_inverted_index":{"In":[0,32],"the":[1,19,37,40,60,67,70,73,78,99,103,106,114,122,131,136,144],"Brain-Computer":[2],"Interfaces":[3],"where":[4],"Electroencephalogram":[5],"(EEG)":[6],"signals":[7],"are":[8,29,108],"used,":[9],"fast":[10],"and":[11,64,127,157],"accurate":[12],"analysis":[13],"of":[14,18,39,75,91,124,133,138,146,155],"data":[15,79,148],"is":[16,111],"one":[17],"important":[20],"steps.":[21],"For":[22],"this":[23,33],"aim,":[24],"various":[25],"machine":[26,49,140],"learning":[27,50,141],"methods":[28,142],"being":[30],"developed.":[31],"study,":[34],"we":[35],"compared":[36],"performance":[38,90],"Quantum":[41],"Powered":[42],"Support":[43],"Vector":[44],"Machine":[45],"(QSVM)":[46],"with":[47],"classical":[48],"algorithms":[51],"for":[52],"classifying":[53],"EEG":[54,147],"data.":[55],"Analyzes":[56],"were":[57],"performed":[58],"in":[59,69,77,98,105,130,143,153],"quantum":[61,71,125],"simulation":[62],"environment":[63],"due":[65],"to":[66,95],"inadequacies":[68],"environment,":[72],"number":[74],"samples":[76],"set":[80],"was":[81,93],"reduced":[82],"by":[83],"using":[84],"Principal":[85],"Component":[86],"Analysis.":[87],"The":[88],"maximum":[89],"QSVM":[92,115],"found":[94],"be":[96],"99.47%":[97],"experiments.":[100],"When":[101],"all":[102],"results":[104,152],"analyzes":[107],"examined,":[109],"it":[110],"seen":[112],"that":[113],"has":[116],"achieved":[117],"good":[118],"performance.":[119],"By":[120],"removing":[121],"limitations":[123],"computers":[126],"making":[128],"changes":[129],"hyperparameters":[132],"quantum-based":[134,139],"algorithms,":[135],"use":[137],"classification":[145],"can":[149],"provide":[150],"better":[151],"terms":[154],"accuracy":[156],"runtime.":[158]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":6}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}