{"id":"https://openalex.org/W4404287986","doi":"https://doi.org/10.1007/s42484-024-00210-y","title":"What we can do with one qubit in quantum machine learning: ten classical machine learning problems that can be solved with a single qubit","display_name":"What we can do with one qubit in quantum machine learning: ten classical machine learning problems that can be solved with a single qubit","publication_year":2024,"publication_date":"2024-11-12","ids":{"openalex":"https://openalex.org/W4404287986","doi":"https://doi.org/10.1007/s42484-024-00210-y"},"language":"en","primary_location":{"id":"doi:10.1007/s42484-024-00210-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42484-024-00210-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42484-024-00210-y.pdf","source":{"id":"https://openalex.org/S4210217596","display_name":"Quantum Machine Intelligence","issn_l":"2524-4906","issn":["2524-4906","2524-4914"],"is_oa":false,"is_in_doaj":false,"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Quantum Machine Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s42484-024-00210-y.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087496387","display_name":"Manuel Pegal\u00e1jar Cu\u00e9llar","orcid":"https://orcid.org/0000-0002-9736-1608"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Manuel P. Cu\u00e9llar","raw_affiliation_strings":["Department of Computer Science and Artificial Intelligence, University of Granada, ETSIIT. C/. Pdta. Daniel Saucedo Aranda s.n., Granada, Granada, 18014, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, University of Granada, ETSIIT. C/. Pdta. Daniel Saucedo Aranda s.n., Granada, Granada, 18014, Spain","institution_ids":["https://openalex.org/I173304897"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5087496387"],"corresponding_institution_ids":["https://openalex.org/I173304897"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":1.6055,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.86537526,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"6","issue":"2","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10682","display_name":"Quantum Computing Algorithms and Architecture","score":0.9994999766349792,"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":0.9994999766349792,"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":0.9883999824523926,"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/T10320","display_name":"Neural Networks and Applications","score":0.9731000065803528,"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/qubit","display_name":"Qubit","score":0.8266527652740479},{"id":"https://openalex.org/keywords/quantum-machine-learning","display_name":"Quantum machine learning","score":0.5292419791221619},{"id":"https://openalex.org/keywords/quantum","display_name":"Quantum","score":0.5264071822166443},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4843122065067291},{"id":"https://openalex.org/keywords/quantum-mechanics","display_name":"Quantum mechanics","score":0.31079837679862976},{"id":"https://openalex.org/keywords/quantum-computer","display_name":"Quantum computer","score":0.28096553683280945},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.268062949180603}],"concepts":[{"id":"https://openalex.org/C203087015","wikidata":"https://www.wikidata.org/wiki/Q378201","display_name":"Qubit","level":3,"score":0.8266527652740479},{"id":"https://openalex.org/C2779094486","wikidata":"https://www.wikidata.org/wiki/Q18811578","display_name":"Quantum machine learning","level":4,"score":0.5292419791221619},{"id":"https://openalex.org/C84114770","wikidata":"https://www.wikidata.org/wiki/Q46344","display_name":"Quantum","level":2,"score":0.5264071822166443},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4843122065067291},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.31079837679862976},{"id":"https://openalex.org/C58053490","wikidata":"https://www.wikidata.org/wiki/Q176555","display_name":"Quantum computer","level":3,"score":0.28096553683280945},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.268062949180603}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s42484-024-00210-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42484-024-00210-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42484-024-00210-y.pdf","source":{"id":"https://openalex.org/S4210217596","display_name":"Quantum Machine Intelligence","issn_l":"2524-4906","issn":["2524-4906","2524-4914"],"is_oa":false,"is_in_doaj":false,"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Quantum Machine Intelligence","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s42484-024-00210-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42484-024-00210-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42484-024-00210-y.pdf","source":{"id":"https://openalex.org/S4210217596","display_name":"Quantum Machine Intelligence","issn_l":"2524-4906","issn":["2524-4906","2524-4914"],"is_oa":false,"is_in_doaj":false,"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Quantum Machine Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4404287986.pdf"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W2147435884","https://openalex.org/W2487730493","https://openalex.org/W2594860211","https://openalex.org/W2605179600","https://openalex.org/W2783451246","https://openalex.org/W2931020703","https://openalex.org/W2954939433","https://openalex.org/W3036627160","https://openalex.org/W3045093737","https://openalex.org/W3098599423","https://openalex.org/W3100806676","https://openalex.org/W3126366362","https://openalex.org/W3141755656","https://openalex.org/W3146241547","https://openalex.org/W3197017012","https://openalex.org/W3211148265","https://openalex.org/W4206799920","https://openalex.org/W4236122619","https://openalex.org/W4247067162","https://openalex.org/W4283072214","https://openalex.org/W4285233947","https://openalex.org/W4293029218","https://openalex.org/W4327915825","https://openalex.org/W4384824031","https://openalex.org/W4386918953","https://openalex.org/W4388698905","https://openalex.org/W4390752773","https://openalex.org/W4392005853","https://openalex.org/W4393201713","https://openalex.org/W4396831971","https://openalex.org/W6833384750"],"related_works":["https://openalex.org/W5300633","https://openalex.org/W2467115909","https://openalex.org/W1986929019","https://openalex.org/W3100920385","https://openalex.org/W3160757040","https://openalex.org/W2163876108","https://openalex.org/W4320854479","https://openalex.org/W4382280550","https://openalex.org/W2989761958","https://openalex.org/W2808608387"],"abstract_inverted_index":{"This":[0],"work":[1],"focuses":[2],"on":[3],"quantum":[4,49,172],"machine":[5,18,101,136],"learning":[6,19,32,68,102,137],"and":[7,30,39,48,163],"analyzes":[8],"the":[9,56,75,83,109,121,125,165],"power":[10],"of":[11,67,78,82,111,159,167],"one":[12,112],"single":[13,87],"qubit":[14,88,113,126],"to":[15,25,62,98,123,132],"solve":[16],"classical":[17],"problems.":[20],"We":[21],"explore":[22],"possible":[23],"strategies":[24,72],"address":[26,63],"traditional":[27],"supervised,":[28],"unsupervised,":[29],"reinforcement":[31,50],"tasks.":[33],"In":[34],"particular,":[35],"we":[36],"study":[37,119],"binary":[38],"multinomial":[40],"classification,":[41],"regression":[42],"problems,":[43,85],"time":[44],"series":[45],"forecasting,":[46],"clustering,":[47],"learning.":[51],"Our":[52],"results":[53],"suggest":[54],"that":[55],"same":[57],"methodology":[58],"could":[59,156],"be":[60,157],"used":[61],"all":[64],"three":[65],"types":[66],"with":[69,96,141],"different":[70],"measurement":[71],"and,":[73],"despite":[74],"strong":[76],"limitation":[77],"reduced":[79],"data":[80],"dimensionality":[81],"candidate":[84,130],"a":[86,129],"can":[89],"achieve":[90],"similar":[91],"or":[92,150],"even":[93],"improved":[94],"performance":[95],"respect":[97],"state-of-the-art":[99],"classic":[100],"methods":[103],"in":[104,139,161],"many":[105],"cases.":[106],"As":[107],"simulating":[108],"evolution":[110],"state":[114],"is":[115],"computationally":[116],"efficient,":[117],"our":[118],"enables":[120],"possibility":[122],"use":[124],"model":[127],"as":[128,147],"solution":[131],"implement":[133],"simple":[134],"decision-making":[135],"models":[138],"hardware":[140],"extremely":[142],"low":[143],"memory":[144],"resources":[145],"such":[146],"embedded":[148],"systems":[149],"edge":[151],"devices.":[152],"The":[153],"outcomes":[154],"provided":[155],"also":[158],"interest":[160],"academia":[162],"for":[164],"construction":[166],"demonstrators":[168],"using":[169],"low-scale":[170],"contemporary":[171],"hardware.":[173]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4}],"updated_date":"2026-05-12T08:28:47.272897","created_date":"2025-10-10T00:00:00"}
