{"id":"https://openalex.org/W7204115278","doi":"https://doi.org/10.48676/unibo/amsdottorato/13067","title":"Variational algorithms for quantum machine learning","display_name":"Variational algorithms for quantum machine learning","publication_year":2026,"publication_date":"2026-08-24","ids":{"openalex":"https://openalex.org/W7204115278","doi":"https://doi.org/10.48676/unibo/amsdottorato/13067"},"language":"en","primary_location":{"id":"pmh:oai:amsdottorato.cib.unibo.it:13067","doi":null,"is_oa":true,"landing_page_url":"https://amsdottorato.unibo.it/id/eprint/13067/","pdf_url":"https://amsdottorato.unibo.it/id/eprint/13067/1/orazi_filippo_tesi.pdf","source":{"id":"https://openalex.org/S4306400630","display_name":"AMS Dottorato Institutional Doctoral Theses Repository (University of Bologna)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I9360294","host_organization_name":"University of Bologna","host_organization_lineage":["https://openalex.org/I9360294"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Doctoral Thesis"},"parent_works":[],"lineage":["https://openalex.org/W7204115278"],"child_works_count":0,"type":"dissertation","is_traditional":true,"indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://amsdottorato.unibo.it/id/eprint/13067/1/orazi_filippo_tesi.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5039259075","display_name":"Filippo Orazi","orcid":"https://orcid.org/0009-0004-1328-8354","observed_orcids":["https://orcid.org/0009-0004-1328-8354"]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Orazi, Filippo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5039259075"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"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":1.0,"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":1.0,"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/T11804","display_name":"Quantum many-body systems","score":0.0,"subfield":{"id":"https://openalex.org/subfields/3107","display_name":"Atomic and Molecular Physics, and Optics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10020","display_name":"Quantum Information and Cryptography","score":0.0,"subfield":{"id":"https://openalex.org/subfields/3107","display_name":"Atomic and Molecular Physics, and Optics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/quantum-machine-learning","display_name":"quantum machine learning","score":0.9710000157356262},{"id":"https://openalex.org/keywords/variational-quantum-algorithms","display_name":"variational quantum algorithms","score":0.9229999780654907},{"id":"https://openalex.org/keywords/quantum-computing","display_name":"quantum computing","score":0.6370000243186951},{"id":"https://openalex.org/keywords/quantum-artificial-intelligence","display_name":"quantum artificial intelligence","score":0.7139999866485596},{"id":"https://openalex.org/keywords/variational-quantum-circuits","display_name":"variational quantum circuits","score":0.7540000081062317},{"id":"https://openalex.org/keywords/hybrid-quantum-classical-models","display_name":"hybrid quantum-classical models","score":0.6819999814033508},{"id":"https://openalex.org/keywords/quantum-hardware","display_name":"quantum computing hardware","score":0.3930000066757202}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5537999868392944},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.548799991607666},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43230000138282776},{"id":"https://openalex.org/C50292564","wikidata":"https://www.wikidata.org/wiki/Q2462783","display_name":"Computational learning theory","level":3,"score":0.3937000036239624},{"id":"https://openalex.org/C84114770","wikidata":"https://www.wikidata.org/wiki/Q46344","display_name":"Quantum","level":2,"score":0.3889999985694885},{"id":"https://openalex.org/C137019171","wikidata":"https://www.wikidata.org/wiki/Q2623817","display_name":"Quantum algorithm","level":3,"score":0.32690000534057617},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.3167000114917755},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.31029999256134033},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.2969000041484833},{"id":"https://openalex.org/C58053490","wikidata":"https://www.wikidata.org/wiki/Q176555","display_name":"Quantum computer","level":3,"score":0.28369998931884766},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.27570000290870667},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.26980000734329224},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.26409998536109924},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.2619999945163727},{"id":"https://openalex.org/C2779094486","wikidata":"https://www.wikidata.org/wiki/Q18811578","display_name":"Quantum machine learning","level":4,"score":0.2554999887943268}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:amsdottorato.cib.unibo.it:13067","doi":null,"is_oa":true,"landing_page_url":"https://amsdottorato.unibo.it/id/eprint/13067/","pdf_url":"https://amsdottorato.unibo.it/id/eprint/13067/1/orazi_filippo_tesi.pdf","source":{"id":"https://openalex.org/S4306400630","display_name":"AMS Dottorato Institutional Doctoral Theses Repository (University of Bologna)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I9360294","host_organization_name":"University of Bologna","host_organization_lineage":["https://openalex.org/I9360294"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Doctoral Thesis"},{"id":"pmh:doi:10.48676/unibo/amsdottorato/13067","doi":null,"is_oa":true,"landing_page_url":"https://amsdottorato.unibo.it/id/eprint/13067/","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Thesis"},{"id":"doi:10.48676/unibo/amsdottorato/13067","doi":"https://doi.org/10.48676/unibo/amsdottorato/13067","is_oa":true,"landing_page_url":"https://doi.org/10.48676/unibo/amsdottorato/13067","pdf_url":null,"source":{"id":"https://openalex.org/S4306400630","display_name":"AMS Dottorato Institutional Doctoral Theses Repository (University of Bologna)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I9360294","host_organization_name":"University of Bologna","host_organization_lineage":["https://openalex.org/I9360294"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"pmh:oai:amsdottorato.cib.unibo.it:13067","doi":null,"is_oa":true,"landing_page_url":"https://amsdottorato.unibo.it/id/eprint/13067/","pdf_url":"https://amsdottorato.unibo.it/id/eprint/13067/1/orazi_filippo_tesi.pdf","source":{"id":"https://openalex.org/S4306400630","display_name":"AMS Dottorato Institutional Doctoral Theses Repository (University of Bologna)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I9360294","host_organization_name":"University of Bologna","host_organization_lineage":["https://openalex.org/I9360294"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Doctoral Thesis"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7204115278.pdf","grobid_xml":"https://content.openalex.org/works/W7204115278.grobid-xml"},"referenced_works_count":49,"referenced_works":["https://openalex.org/W212428657","https://openalex.org/W1963721752","https://openalex.org/W1964922973","https://openalex.org/W1968655385","https://openalex.org/W1986407511","https://openalex.org/W2014306526","https://openalex.org/W2026610295","https://openalex.org/W2056474482","https://openalex.org/W2060854423","https://openalex.org/W2062506119","https://openalex.org/W2080990363","https://openalex.org/W2109741106","https://openalex.org/W2131074607","https://openalex.org/W2159136592","https://openalex.org/W2170620327","https://openalex.org/W2179731956","https://openalex.org/W2790264742","https://openalex.org/W2791137739","https://openalex.org/W2903221501","https://openalex.org/W2906726587","https://openalex.org/W2945680873","https://openalex.org/W2963198496","https://openalex.org/W3023478445","https://openalex.org/W3037687232","https://openalex.org/W3096052452","https://openalex.org/W3118800713","https://openalex.org/W3129556960","https://openalex.org/W3158081750","https://openalex.org/W3166275705","https://openalex.org/W3185993821","https://openalex.org/W3202692017","https://openalex.org/W4224115924","https://openalex.org/W4225680518","https://openalex.org/W4283020809","https://openalex.org/W4307409347","https://openalex.org/W4386263118","https://openalex.org/W4389672456","https://openalex.org/W4396578998","https://openalex.org/W4397033537","https://openalex.org/W4402816659","https://openalex.org/W4405469847","https://openalex.org/W4406990195","https://openalex.org/W4410081207","https://openalex.org/W4410729437","https://openalex.org/W4412775693","https://openalex.org/W4416607900","https://openalex.org/W6885146359","https://openalex.org/W6948084806","https://openalex.org/W7130650869"],"related_works":["https://openalex.org/W7135243027","https://openalex.org/W7065840971","https://openalex.org/W6903923314","https://openalex.org/W7220364165","https://openalex.org/W4409457676","https://openalex.org/W7061593721","https://openalex.org/W4381253573","https://openalex.org/W4411656218","https://openalex.org/W4385847132","https://openalex.org/W7172442111"],"abstract_inverted_index":{"In":[0,39,189],"recent":[1],"years,":[2],"we":[3,41,184,192,264],"have":[4,42],"observed":[5],"a":[6,44,58,64,153],"new":[7],"revolution":[8],"in":[9,85,131],"computer":[10,76,104],"science,":[11,77],"driven":[12],"by":[13,94],"the":[14,27,78,83,91,119,132,138,178,194,215,239,251,254,259,262],"increasing":[15],"availability":[16],"of":[17,30,47,121,140,157,206,241,253,261],"computational":[18,86,112],"power":[19,87],"and":[20,75,90,107,144,169,174,199,217,249],"data.":[21],"This":[22,223],"historic":[23],"event":[24],"has":[25,127],"seen":[26,43],"capillary":[28],"diffusion":[29],"what":[31,162],"is":[32,163,225],"commonly":[33],"known":[34],"as":[35,227],"artificial":[36,197],"intelligence":[37,198],"(AI).":[38],"particular,":[40],"rapid":[45,146],"improvement":[46],"large":[48,122],"language":[49,123],"models":[50],"that":[51,60,81,183,287],"now":[52],"can":[53],"interact":[54],"with":[55,159],"people":[56],"on":[57,73,286],"level":[59],"appeared":[61],"impossible":[62],"just":[63],"few":[65],"years":[66,135],"ago.":[67],"Despite":[68],"this":[69,101,190],"newly":[70],"found":[71],"focus":[72],"AI":[74,211],"technical":[79],"difficulties":[80],"limit":[82],"increase":[84],"are":[88,109],"increasing,":[89],"prediction":[92],"described":[93],"Moore's":[95],"law":[96],"no":[97],"longer":[98],"holds.":[99],"For":[100],"reason":[102],"physicists,":[103],"scientists,":[105],"mathematicians,":[106],"engineers":[108],"studying":[110],"another":[111],"paradigm":[113,151],"called":[114,164],"quantum":[115,125,142,149,200,210,218,235,242,277],"computing.":[116,278],"Similar":[117],"to":[118,137,161,180,234,247,276],"rise":[120],"models,":[124,212],"computing":[126,150,201],"gained":[128],"significant":[129],"attention":[130],"last":[133],"ten":[134],"due":[136],"development":[139],"initial":[141],"hardware":[143],"its":[145],"advancements.":[147],"The":[148],"offers":[152],"fundamentally":[154,273],"different":[155,274],"set":[156],"tools":[158],"respect":[160],"classical":[165,216],"computation.":[166],"Quantum":[167],"properties":[168],"effects":[170],"like":[171],"superposition,":[172],"entanglement,":[173],"interference":[175],"give":[176],"us":[177],"ability":[179],"solve":[181],"problems":[182],"could":[185],"not":[186],"approach":[187],"classically.":[188],"thesis,":[191],"explore":[193],"intersection":[195],"between":[196],"from":[202,238],"an":[203,232,245],"experimental":[204],"point":[205],"view.":[207],"We":[208],"researched":[209],"utilizing":[213],"both":[214],"paradigms":[219],"using":[220],"variational":[221],"architectures.":[222],"thesis":[224],"organized":[226],"follows:":[228],"part":[229],"1":[230],"contains":[231,258,281],"introduction":[233,246],"computation,":[236],"starting":[237],"postulate":[240],"mechanics,":[243],"through":[244],"QML":[248],"finally":[250],"state":[252],"art.":[255],"Part":[256],"2":[257],"description":[260],"research":[263,285],"performed.":[265],"It's":[266],"divided":[267],"into":[268],"two":[269],"main":[270],"chapters":[271],"containing":[272],"approaches":[275],"Each":[279],"chapter":[280],"section":[282],"illustrating":[283],"our":[284],"approach.":[288]},"counts_by_year":[],"updated_date":"2026-11-13T13:42:25.865203","created_date":"2026-08-25T00:00:00"}
