{"id":"https://openalex.org/W4402313769","doi":"https://doi.org/10.1007/s42484-024-00194-9","title":"Pulsar classification: comparing quantum convolutional neural networks and quantum support vector machines","display_name":"Pulsar classification: comparing quantum convolutional neural networks and quantum support vector machines","publication_year":2024,"publication_date":"2024-09-06","ids":{"openalex":"https://openalex.org/W4402313769","doi":"https://doi.org/10.1007/s42484-024-00194-9"},"language":"en","primary_location":{"id":"doi:10.1007/s42484-024-00194-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42484-024-00194-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42484-024-00194-9.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","license_id":"https://openalex.org/licenses/cc-by","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/s42484-024-00194-9.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5011698616","display_name":"Donovan Slabbert","orcid":"https://orcid.org/0000-0003-1063-2274"},"institutions":[{"id":"https://openalex.org/I26092322","display_name":"Stellenbosch University","ror":"https://ror.org/05bk57929","country_code":"ZA","type":"education","lineage":["https://openalex.org/I26092322"]}],"countries":["ZA"],"is_corresponding":true,"raw_author_name":"Donovan Slabbert","raw_affiliation_strings":["Department of Physics, Stellenbosch University, 7600, Stellenbosch, South Africa"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Physics, Stellenbosch University, 7600, Stellenbosch, South Africa","institution_ids":["https://openalex.org/I26092322"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037239322","display_name":"Matt Lourens","orcid":"https://orcid.org/0000-0003-3441-8715"},"institutions":[{"id":"https://openalex.org/I26092322","display_name":"Stellenbosch University","ror":"https://ror.org/05bk57929","country_code":"ZA","type":"education","lineage":["https://openalex.org/I26092322"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Matt Lourens","raw_affiliation_strings":["Department of Physics, Stellenbosch University, 7600, Stellenbosch, South Africa"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Physics, Stellenbosch University, 7600, Stellenbosch, South Africa","institution_ids":["https://openalex.org/I26092322"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081919424","display_name":"Francesco Petruccione","orcid":"https://orcid.org/0000-0002-8604-0913"},"institutions":[{"id":"https://openalex.org/I26092322","display_name":"Stellenbosch University","ror":"https://ror.org/05bk57929","country_code":"ZA","type":"education","lineage":["https://openalex.org/I26092322"]},{"id":"https://openalex.org/I4210106521","display_name":"National Institute for Theoretical Physics","ror":"https://ror.org/01jgv6w72","country_code":"ZA","type":"facility","lineage":["https://openalex.org/I4210106521"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Francesco Petruccione","raw_affiliation_strings":["Department of Physics, Stellenbosch University, 7600, Stellenbosch, South Africa","National Institute of Theoretical and Computational Sciences (NITheCS), Stellenbosch, South Africa","School of Data Science and Computational Thinking, Stellenbosch University, Stellenbosch, South Africa"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Physics, Stellenbosch University, 7600, Stellenbosch, South Africa","institution_ids":["https://openalex.org/I26092322"]},{"raw_affiliation_string":"National Institute of Theoretical and Computational Sciences (NITheCS), Stellenbosch, South Africa","institution_ids":["https://openalex.org/I4210106521"]},{"raw_affiliation_string":"School of Data Science and Computational Thinking, Stellenbosch University, Stellenbosch, South Africa","institution_ids":["https://openalex.org/I26092322"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5011698616"],"corresponding_institution_ids":["https://openalex.org/I26092322"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":2.8322,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.91802838,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"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/T10320","display_name":"Neural Networks and Applications","score":0.9564999938011169,"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/T10320","display_name":"Neural Networks and Applications","score":0.9564999938011169,"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/T10682","display_name":"Quantum Computing Algorithms and Architecture","score":0.9437000155448914,"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/T13650","display_name":"Computational Physics and Python Applications","score":0.9138000011444092,"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/convolutional-neural-network","display_name":"Convolutional neural network","score":0.701307475566864},{"id":"https://openalex.org/keywords/quantum","display_name":"Quantum","score":0.6490647792816162},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5879010558128357},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.47251448035240173},{"id":"https://openalex.org/keywords/pulsar","display_name":"Pulsar","score":0.45299482345581055},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.4026366174221039},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39552128314971924},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.37665337324142456},{"id":"https://openalex.org/keywords/quantum-mechanics","display_name":"Quantum mechanics","score":0.19461777806282043}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.701307475566864},{"id":"https://openalex.org/C84114770","wikidata":"https://www.wikidata.org/wiki/Q46344","display_name":"Quantum","level":2,"score":0.6490647792816162},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5879010558128357},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47251448035240173},{"id":"https://openalex.org/C110363677","wikidata":"https://www.wikidata.org/wiki/Q4360","display_name":"Pulsar","level":2,"score":0.45299482345581055},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.4026366174221039},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39552128314971924},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.37665337324142456},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.19461777806282043}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s42484-024-00194-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42484-024-00194-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42484-024-00194-9.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","license_id":"https://openalex.org/licenses/cc-by","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/s42484-024-00194-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42484-024-00194-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42484-024-00194-9.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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Quantum Machine Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322663","display_name":"Universiteit Stellenbosch","ror":"https://ror.org/05bk57929"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4402313769.pdf","grobid_xml":"https://content.openalex.org/works/W4402313769.grobid-xml"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W575834007","https://openalex.org/W1610300212","https://openalex.org/W1869766355","https://openalex.org/W1964940342","https://openalex.org/W2019709661","https://openalex.org/W2033842403","https://openalex.org/W2087347434","https://openalex.org/W2117598186","https://openalex.org/W2140909732","https://openalex.org/W2260294776","https://openalex.org/W2298860367","https://openalex.org/W2576683119","https://openalex.org/W2792946961","https://openalex.org/W2798434869","https://openalex.org/W2888728157","https://openalex.org/W2896712926","https://openalex.org/W2962949934","https://openalex.org/W2963246827","https://openalex.org/W2971349717","https://openalex.org/W2972553240","https://openalex.org/W2972608343","https://openalex.org/W2973117529","https://openalex.org/W2990961515","https://openalex.org/W2995745355","https://openalex.org/W3007475506","https://openalex.org/W3075559820","https://openalex.org/W3098400458","https://openalex.org/W3098622370","https://openalex.org/W3103699767","https://openalex.org/W3154850693","https://openalex.org/W3158182757","https://openalex.org/W3176267560","https://openalex.org/W3192227636","https://openalex.org/W3206451759","https://openalex.org/W4205440014","https://openalex.org/W4210416453","https://openalex.org/W4287643567","https://openalex.org/W4289606390","https://openalex.org/W4308900542","https://openalex.org/W4312960235","https://openalex.org/W4385602339","https://openalex.org/W6931031300","https://openalex.org/W6963942687"],"related_works":["https://openalex.org/W1975075502","https://openalex.org/W2148103048","https://openalex.org/W1768009424","https://openalex.org/W1666170085","https://openalex.org/W1643132601","https://openalex.org/W3179390496","https://openalex.org/W2060089177","https://openalex.org/W3209730258","https://openalex.org/W4200168232","https://openalex.org/W2132790970"],"abstract_inverted_index":{"Abstract":[0],"Well-known":[1],"quantum":[2,7,14,38,116],"machine":[3],"learning":[4],"techniques,":[5],"specifically":[6],"kernel-assisted":[8],"support":[9],"vector":[10],"machines":[11],"(QSVMs)":[12],"and":[13,66],"convolutional":[15],"neural":[16],"networks":[17],"(QCNNs),":[18],"are":[19,60,83,105],"applied":[20],"to":[21,54,70,94,107],"the":[22,45,72,78,86,115],"binary":[23,99],"classification":[24,43,100],"of":[25,44,64],"pulsars.":[26],"In":[27],"this":[28],"comparative":[29],"study,":[30],"it":[31],"is":[32],"illustrated":[33],"with":[34,114],"simulations":[35],"that":[36,49],"both":[37],"methods":[39,104],"successfully":[40],"achieve":[41],"effective":[42],"HTRU-2":[46],"data":[47],"set":[48],"connects":[50],"pulsar":[51],"class":[52],"labels":[53],"eight":[55],"separate":[56],"features.":[57],"While":[58],"QCNNs":[59,95],"superior":[61,90],"in":[62],"terms":[63],"training":[65],"prediction":[67],"speed":[68],"compared":[69,93],"QSVMs,":[71],"preference":[73],"shifts":[74],"toward":[75],"QSVMs":[76,88],"when":[77,96],"present":[79],"noisy":[80],"NISQ-era":[81],"devices":[82],"incorporated":[84],"into":[85],"comparison.":[87],"demonstrate":[89],"overall":[91],"performance":[92,101],"assessed":[97],"using":[98],"metrics.":[102],"Classical":[103],"implemented":[106],"serve":[108],"as":[109],"a":[110],"benchmark":[111],"for":[112],"comparison":[113],"approaches.":[117]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
