Data analytics with differential privacyData analytics with differential privacyΑνάλυση δεδομένων με διαφορική ιδιωτικότητα Διπλωματική Εργασία Diploma Work 2018-07-162018enDifferential 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.Diploma Thesishttp://creativecommons.org/licenses/by/4.0/Πολυτεχνείο Κρήτης::Σχολή Ηλεκτρολόγων Μηχανικών και Μηχανικών ΥπολογιστώνDigalakis_Vasileios_Dip_2018.pdfChania [Greece]Library of TUC2018-07-16application/pdf8.6 MBfree Digalakis Vasileios Διγαλακης Βασιλειος Bletsas Aggelos Μπλετσας Αγγελος Garofalakis Minos Γαροφαλακης Μινως Karystinos Georgios Καρυστινος Γεωργιος Πολυτεχνείο Κρήτης Technical University of Crete Data analytics Differential privacy