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Data analytics with differential privacy

Digalakis Vasileios

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URIhttp://purl.tuc.gr/dl/dias/1E9F5FDC-3965-49D4-8CCD-18E7961AFF6F-
Identifierhttps://doi.org/10.26233/heallink.tuc.78371-
Languageen-
Extent94 pagesen
TitleData analytics with differential privacyen
TitleΑνάλυση δεδομένων με διαφορική ιδιωτικότητα el
CreatorDigalakis Vasileiosen
CreatorΔιγαλακης Βασιλειοςel
Contributor [Committee Member]Bletsas Aggelosen
Contributor [Committee Member]Μπλετσας Αγγελοςel
Contributor [Thesis Supervisor]Garofalakis Minosen
Contributor [Thesis Supervisor]Γαροφαλακης Μινωςel
Contributor [Committee Member]Karystinos Georgiosen
Contributor [Committee Member]Καρυστινος Γεωργιοςel
PublisherΠολυτεχνείο Κρήτηςel
PublisherTechnical University of Creteen
Academic UnitTechnical University of Crete::School of Electrical and Computer Engineeringen
Academic UnitΠολυτεχνείο Κρήτης::Σχολή Ηλεκτρολόγων Μηχανικών και Μηχανικών Υπολογιστώνel
DescriptionDiploma Thesisen
Content SummaryDifferential privacy is the state-of-the-art definition for privacy, that “addresses the paradox of learning nothing about an individual while learning useful information about a population”. In other words, differential privacy guarantees that any analysis performed on a sensitive dataset leaks no information about the individuals whose data are contained therein. In this thesis, we develop differentially private algorithms to analyze distributed and streaming data.en
Type of ItemΔιπλωματική Εργασίαel
Type of ItemDiploma Worken
Licensehttp://creativecommons.org/licenses/by/4.0/en
Date of Item2018-07-16-
Date of Publication2018-
SubjectData analyticsen
SubjectDifferential privacyen
Bibliographic CitationVassilis V. Digalakis Jr., "Data analytics with differential privacy", Diploma Work, School of Electrical and Computer Engineering, Technical University of Crete, Chania, Greece, 2018en
Bibliographic CitationΒασίλειος Διγαλάκης, "Ανάλυση δεδομένων με διαφορική ιδιωτικότητα ", Διπλωματική Εργασία, Σχολή Ηλεκτρολόγων Μηχανικών και Μηχανικών Υπολογιστών, Πολυτεχνείο Κρήτης, Χανιά, Ελλάς, 2018el

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