{"id":"https://openalex.org/W4413824879","doi":"https://doi.org/10.3390/bdcc9090223","title":"Data Obfuscation for Privacy-Preserving Machine Learning Using Quantum Symmetry Properties","display_name":"Data Obfuscation for Privacy-Preserving Machine Learning Using Quantum Symmetry Properties","publication_year":2025,"publication_date":"2025-08-29","ids":{"openalex":"https://openalex.org/W4413824879","doi":"https://doi.org/10.3390/bdcc9090223"},"language":"en","primary_location":{"id":"doi:10.3390/bdcc9090223","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc9090223","pdf_url":"https://www.mdpi.com/2504-2289/9/9/223/pdf?version=1756474735","source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data and Cognitive Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2504-2289/9/9/223/pdf?version=1756474735","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5057376617","display_name":"Sebastian Raubitzek","orcid":"https://orcid.org/0000-0003-2206-9263"},"institutions":[{"id":"https://openalex.org/I4210167190","display_name":"SBA Research","ror":"https://ror.org/05nny6x17","country_code":"AT","type":"facility","lineage":["https://openalex.org/I4210167190"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Sebastian Raubitzek","raw_affiliation_strings":["SBA Research gGmbH, Floragasse 7/5.OG, 1040 Vienna, Austria"],"affiliations":[{"raw_affiliation_string":"SBA Research gGmbH, Floragasse 7/5.OG, 1040 Vienna, Austria","institution_ids":["https://openalex.org/I4210167190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055367812","display_name":"Sebastian Schrittwieser","orcid":"https://orcid.org/0000-0003-2115-2022"},"institutions":[{"id":"https://openalex.org/I4210105054","display_name":"Christian Doppler Laboratory for Thermoelectricity","ror":"https://ror.org/01cbw5x35","country_code":"AT","type":"facility","lineage":["https://openalex.org/I129774422","https://openalex.org/I145847075","https://openalex.org/I4210105054"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Sebastian Schrittwieser","raw_affiliation_strings":["Christian Doppler Laboratory for Assurance and Transparency in Software Protection, Faculty of Computer Science, University of Vienna, Kolingasse 14-16, 1090 Vienna, Austria"],"affiliations":[{"raw_affiliation_string":"Christian Doppler Laboratory for Assurance and Transparency in Software Protection, Faculty of Computer Science, University of Vienna, Kolingasse 14-16, 1090 Vienna, Austria","institution_ids":["https://openalex.org/I4210105054"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108530040","display_name":"Alexander Schatten","orcid":"https://orcid.org/0009-0006-7645-2099"},"institutions":[{"id":"https://openalex.org/I145847075","display_name":"TU Wien","ror":"https://ror.org/04d836q62","country_code":"AT","type":"education","lineage":["https://openalex.org/I145847075"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Alexander Schatten","raw_affiliation_strings":["Institute of Information Systems Engineering, TU Wien, Favoritenstrasse 9-11/194, 1040 Vienna, Austria"],"affiliations":[{"raw_affiliation_string":"Institute of Information Systems Engineering, TU Wien, Favoritenstrasse 9-11/194, 1040 Vienna, Austria","institution_ids":["https://openalex.org/I145847075"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041273673","display_name":"Kevin Mallinger","orcid":null},"institutions":[{"id":"https://openalex.org/I4210105054","display_name":"Christian Doppler Laboratory for Thermoelectricity","ror":"https://ror.org/01cbw5x35","country_code":"AT","type":"facility","lineage":["https://openalex.org/I129774422","https://openalex.org/I145847075","https://openalex.org/I4210105054"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Kevin Mallinger","raw_affiliation_strings":["Christian Doppler Laboratory for Assurance and Transparency in Software Protection, Faculty of Computer Science, University of Vienna, Kolingasse 14-16, 1090 Vienna, Austria"],"affiliations":[{"raw_affiliation_string":"Christian Doppler Laboratory for Assurance and Transparency in Software Protection, Faculty of Computer Science, University of Vienna, Kolingasse 14-16, 1090 Vienna, Austria","institution_ids":["https://openalex.org/I4210105054"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5108530040"],"corresponding_institution_ids":["https://openalex.org/I145847075"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.12327884,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"9","issue":"9","first_page":"223","last_page":"223"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9983999729156494,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9983999729156494,"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/T10237","display_name":"Cryptography and Data Security","score":0.9958999752998352,"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9886000156402588,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/obfuscation","display_name":"Obfuscation","score":0.9252557754516602},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6291041374206543},{"id":"https://openalex.org/keywords/symmetry","display_name":"Symmetry (geometry)","score":0.4933716356754303},{"id":"https://openalex.org/keywords/quantum","display_name":"Quantum","score":0.48278772830963135},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.38627544045448303},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.24040555953979492},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18411722779273987},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.16231879591941833},{"id":"https://openalex.org/keywords/quantum-mechanics","display_name":"Quantum mechanics","score":0.09382513165473938}],"concepts":[{"id":"https://openalex.org/C40305131","wikidata":"https://www.wikidata.org/wiki/Q2616305","display_name":"Obfuscation","level":2,"score":0.9252557754516602},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6291041374206543},{"id":"https://openalex.org/C2779886137","wikidata":"https://www.wikidata.org/wiki/Q21030012","display_name":"Symmetry (geometry)","level":2,"score":0.4933716356754303},{"id":"https://openalex.org/C84114770","wikidata":"https://www.wikidata.org/wiki/Q46344","display_name":"Quantum","level":2,"score":0.48278772830963135},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.38627544045448303},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.24040555953979492},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18411722779273987},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.16231879591941833},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.09382513165473938},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/bdcc9090223","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc9090223","pdf_url":"https://www.mdpi.com/2504-2289/9/9/223/pdf?version=1756474735","source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data and Cognitive Computing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:06bda05d5e864233bbdb6d26c92dfe88","is_oa":true,"landing_page_url":"https://doaj.org/article/06bda05d5e864233bbdb6d26c92dfe88","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":"Big Data and Cognitive Computing, Vol 9, Iss 9, p 223 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/bdcc9090223","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc9090223","pdf_url":"https://www.mdpi.com/2504-2289/9/9/223/pdf?version=1756474735","source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data and Cognitive Computing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320311813","display_name":"\u00d6sterreichische Nationalstiftung f\u00fcr Forschung, Technologie und Entwicklung","ror":"https://ror.org/04hb33h70"},{"id":"https://openalex.org/F4320323591","display_name":"Christian Doppler Forschungsgesellschaft","ror":"https://ror.org/00mv8h305"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4413824879.pdf","grobid_xml":"https://content.openalex.org/works/W4413824879.grobid-xml"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W1873763122","https://openalex.org/W1988369744","https://openalex.org/W2015811642","https://openalex.org/W2041836310","https://openalex.org/W2089497633","https://openalex.org/W2108832705","https://openalex.org/W2114771311","https://openalex.org/W2128728535","https://openalex.org/W2129157759","https://openalex.org/W2134167315","https://openalex.org/W2150881078","https://openalex.org/W2151554678","https://openalex.org/W2159024459","https://openalex.org/W2198130350","https://openalex.org/W2473418344","https://openalex.org/W2535690855","https://openalex.org/W2559394418","https://openalex.org/W2768348081","https://openalex.org/W2792946961","https://openalex.org/W2798434869","https://openalex.org/W2963837235","https://openalex.org/W2997591727","https://openalex.org/W3004237010","https://openalex.org/W3089851493","https://openalex.org/W3161357657","https://openalex.org/W4205228770","https://openalex.org/W4223961530","https://openalex.org/W4243055393","https://openalex.org/W4307690749","https://openalex.org/W4317425179","https://openalex.org/W4376129977","https://openalex.org/W4380346059","https://openalex.org/W4402468339","https://openalex.org/W4409061436"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4224216661","https://openalex.org/W2132360941","https://openalex.org/W25973253","https://openalex.org/W3102737270","https://openalex.org/W3029194710","https://openalex.org/W4301374518","https://openalex.org/W1584401868"],"abstract_inverted_index":{"This":[0,64],"study":[1],"introduces":[2],"a":[3],"data":[4,36,79],"obfuscation":[5,80],"technique":[6],"that":[7,47],"leverages":[8],"the":[9,21,34,57],"exponential":[10],"map":[11],"of":[12],"Lie-group":[13,68],"generators.":[14],"Originating":[15],"from":[16],"quantum":[17],"machine":[18],"learning":[19],"frameworks,":[20],"method":[22],"injects":[23],"controlled":[24],"noise":[25],"into":[26],"these":[27],"generators,":[28],"deliberately":[29],"breaking":[30],"symmetry":[31],"and":[32,81],"obscuring":[33],"source":[35],"while":[37],"retaining":[38],"predictive":[39],"utility.":[40],"Experiments":[41],"on":[42,50,61],"open":[43],"medical":[44],"datasets":[45],"show":[46],"classifiers":[48],"trained":[49],"obfuscated":[51],"features":[52],"match":[53],"or":[54],"slightly":[55],"exceed":[56],"baseline":[58],"accuracy":[59],"obtained":[60],"raw":[62],"data.":[63],"work":[65],"demonstrates":[66],"how":[67],"theory":[69],"can":[70],"advance":[71],"privacy":[72],"in":[73],"sensitive":[74],"domains":[75],"by":[76],"providing":[77],"simultaneous":[78],"augmentation.":[82]},"counts_by_year":[],"updated_date":"2026-03-10T16:38:18.471706","created_date":"2025-10-10T00:00:00"}
