{"id":"https://openalex.org/W4404819407","doi":"https://doi.org/10.3390/software3040024","title":"Implementation and Performance Evaluation of Quantum Machine Learning Algorithms for Binary Classification","display_name":"Implementation and Performance Evaluation of Quantum Machine Learning Algorithms for Binary Classification","publication_year":2024,"publication_date":"2024-11-28","ids":{"openalex":"https://openalex.org/W4404819407","doi":"https://doi.org/10.3390/software3040024"},"language":"en","primary_location":{"id":"doi:10.3390/software3040024","is_oa":true,"landing_page_url":"https://doi.org/10.3390/software3040024","pdf_url":"https://www.mdpi.com/2674-113X/3/4/24/pdf?version=1732788300","source":{"id":"https://openalex.org/S4210183365","display_name":"Software","issn_l":"2674-113X","issn":["2674-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Software","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://www.mdpi.com/2674-113X/3/4/24/pdf?version=1732788300","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5114535999","display_name":"Surajudeen Shina Ajibosin","orcid":null},"institutions":[{"id":"https://openalex.org/I9300472","display_name":"Bournemouth University","ror":"https://ror.org/05wwcw481","country_code":"GB","type":"education","lineage":["https://openalex.org/I9300472"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Surajudeen Shina Ajibosin","raw_affiliation_strings":["Department of Computing & Informatics, Bournemouth University, Poole BH12 5BB, UK"],"affiliations":[{"raw_affiliation_string":"Department of Computing & Informatics, Bournemouth University, Poole BH12 5BB, UK","institution_ids":["https://openalex.org/I9300472"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060245029","display_name":"Deniz \u00c7etinkaya","orcid":"https://orcid.org/0000-0002-1047-0685"},"institutions":[{"id":"https://openalex.org/I9300472","display_name":"Bournemouth University","ror":"https://ror.org/05wwcw481","country_code":"GB","type":"education","lineage":["https://openalex.org/I9300472"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Deniz Cetinkaya","raw_affiliation_strings":["Department of Computing & Informatics, Bournemouth University, Poole BH12 5BB, UK"],"affiliations":[{"raw_affiliation_string":"Department of Computing & Informatics, Bournemouth University, Poole BH12 5BB, UK","institution_ids":["https://openalex.org/I9300472"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5060245029"],"corresponding_institution_ids":["https://openalex.org/I9300472"],"apc_list":null,"apc_paid":null,"fwci":3.9841,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.94594489,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"3","issue":"4","first_page":"498","last_page":"513"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10682","display_name":"Quantum Computing Algorithms and Architecture","score":0.9998000264167786,"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":0.9998000264167786,"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/T10020","display_name":"Quantum Information and Cryptography","score":0.9983000159263611,"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/T13182","display_name":"Quantum-Dot Cellular Automata","score":0.9728000164031982,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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":0.6112912893295288},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5058367252349854},{"id":"https://openalex.org/keywords/binary-number","display_name":"Binary number","score":0.5056958198547363},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4843081533908844},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4719875156879425},{"id":"https://openalex.org/keywords/binary-classification","display_name":"Binary classification","score":0.4387476146221161},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.25292158126831055},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18353000283241272},{"id":"https://openalex.org/keywords/arithmetic","display_name":"Arithmetic","score":0.09504017233848572}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6112912893295288},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5058367252349854},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.5056958198547363},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4843081533908844},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4719875156879425},{"id":"https://openalex.org/C66905080","wikidata":"https://www.wikidata.org/wiki/Q17005494","display_name":"Binary classification","level":3,"score":0.4387476146221161},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.25292158126831055},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18353000283241272},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.09504017233848572}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/software3040024","is_oa":true,"landing_page_url":"https://doi.org/10.3390/software3040024","pdf_url":"https://www.mdpi.com/2674-113X/3/4/24/pdf?version=1732788300","source":{"id":"https://openalex.org/S4210183365","display_name":"Software","issn_l":"2674-113X","issn":["2674-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Software","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:32e2bad84fb2491e970618a0638f88fe","is_oa":true,"landing_page_url":"https://doaj.org/article/32e2bad84fb2491e970618a0638f88fe","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Software, Vol 3, Iss 4, Pp 498-513 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/software3040024","is_oa":true,"landing_page_url":"https://doi.org/10.3390/software3040024","pdf_url":"https://www.mdpi.com/2674-113X/3/4/24/pdf?version=1732788300","source":{"id":"https://openalex.org/S4210183365","display_name":"Software","issn_l":"2674-113X","issn":["2674-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Software","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4404819407.pdf"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W2143691489","https://openalex.org/W2559394418","https://openalex.org/W2564229214","https://openalex.org/W2796293949","https://openalex.org/W2798434869","https://openalex.org/W2903328350","https://openalex.org/W2971898467","https://openalex.org/W3004965358","https://openalex.org/W3012125688","https://openalex.org/W3023211159","https://openalex.org/W3046716817","https://openalex.org/W3090652612","https://openalex.org/W3099734242","https://openalex.org/W3108273660","https://openalex.org/W3122403956","https://openalex.org/W3128080705","https://openalex.org/W3132013874","https://openalex.org/W3133743901","https://openalex.org/W3136176267","https://openalex.org/W3155362250","https://openalex.org/W3185256938","https://openalex.org/W3192495122","https://openalex.org/W3207323274","https://openalex.org/W3211721489","https://openalex.org/W4206799920","https://openalex.org/W4213212652","https://openalex.org/W4220897631","https://openalex.org/W4226119217","https://openalex.org/W4285095492","https://openalex.org/W4285107154","https://openalex.org/W4303083877","https://openalex.org/W4312075150","https://openalex.org/W4315778357","https://openalex.org/W4384471097","https://openalex.org/W4384522182","https://openalex.org/W4386480703","https://openalex.org/W4388296416","https://openalex.org/W4389610782","https://openalex.org/W4391243055","https://openalex.org/W4397009076","https://openalex.org/W4397033537","https://openalex.org/W4399882326","https://openalex.org/W4400869728","https://openalex.org/W4401070125","https://openalex.org/W4403747891","https://openalex.org/W6684539686","https://openalex.org/W6771893701","https://openalex.org/W6794555160"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","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","https://openalex.org/W4283697347"],"abstract_inverted_index":{"In":[0,50],"this":[1],"work,":[2],"we":[3],"studied":[4],"the":[5,54,115,120,180,194],"use":[6],"of":[7,29,62,155,197],"Quantum":[8,30,74,77,83,106],"Machine":[9,22],"Learning":[10,23],"(QML)":[11],"algorithms":[12,68,75,145],"for":[13,170,182],"binary":[14,51,175],"classification":[15,176,190],"and":[16,33,38,45,82,90,111,118,136,185,192],"compared":[17],"their":[18,150],"performance":[19,94,148],"with":[20,122],"classical":[21,96,151],"(ML)":[24],"methods.":[25,97],"QML":[26,65,104,167],"merges":[27],"principles":[28],"Computing":[31],"(QC)":[32],"ML,":[34],"offering":[35],"improved":[36],"efficiency":[37,173],"potential":[39,169],"quantum":[40,67,88,144,198],"advantage":[41],"in":[42,153,174,188],"data-driven":[43],"tasks":[44],"when":[46],"solving":[47],"complex":[48,189],"problems.":[49],"classification,":[52],"where":[53],"goal":[55],"is":[56],"to":[57,60,69,92],"assign":[58],"data":[59],"one":[61],"two":[63,102],"categories,":[64],"uses":[66],"process":[70],"large":[71],"datasets":[72],"efficiently.":[73],"like":[76],"Support":[78,107],"Vector":[79,108],"Machines":[80],"(QSVM)":[81],"Neural":[84],"Networks":[85],"(QNN)":[86],"exploit":[87],"parallelism":[89],"entanglement":[91],"enhance":[93],"over":[95],"This":[98,178],"study":[99],"focuses":[100],"on":[101],"common":[103],"algorithms,":[105],"Classifier":[109],"(QSVC)":[110],"QNN.":[112,162],"We":[113],"used":[114],"Qiskit":[116],"software":[117],"conducted":[119],"experiments":[121],"three":[123],"different":[124],"datasets.":[125],"Data":[126],"preprocessing":[127],"included":[128],"dimensionality":[129],"reduction":[130],"using":[131,138],"Principal":[132],"Component":[133],"Analysis":[134],"(PCA)":[135],"standardization":[137],"scalers.":[139],"The":[140],"results":[141],"showed":[142],"that":[143,166],"demonstrated":[146],"competitive":[147],"against":[149],"counterparts":[152],"terms":[154],"accuracy,":[156],"while":[157],"QSVC":[158],"performed":[159],"better":[160],"than":[161],"These":[163],"findings":[164],"suggest":[165],"holds":[168],"improving":[171],"computational":[172],"tasks.":[177],"opens":[179],"way":[181],"more":[183],"efficient":[184],"scalable":[186],"solutions":[187],"challenges":[191],"shows":[193],"complementary":[195],"role":[196],"computing.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":8}],"updated_date":"2026-02-27T16:54:17.756197","created_date":"2025-10-10T00:00:00"}
