{"id":3973,"date":"2021-08-31T15:31:57","date_gmt":"2021-08-31T14:31:57","guid":{"rendered":"https:\/\/cyberschool.univ-rennes.fr\/?page_id=3973"},"modified":"2026-03-12T14:29:33","modified_gmt":"2026-03-12T13:29:33","slug":"privacy","status":"publish","type":"page","link":"https:\/\/cyberschool.univ-rennes.fr\/en\/education\/masters-and-postgraduate-programmes\/masters-cybersecurity-science-of-software-and-hardware-security\/study-programme-of-the-masters-cybersecurity-science-of-software-and-hardware-security\/privacy\/","title":{"rendered":"Privacy"},"content":{"rendered":"\n
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<\/span><\/span>Teaching goals<\/h2>\n

The objective of this course is to give to students a hands-on introduction to the main issues faced by these techniques and to the diversity of solutions found for reaching valuable privacy\/utility tradeoffs in real life.<\/p>\n\n <\/div>\n <\/div>\n<\/section>\n\n\n\n

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<\/span><\/span>Course description<\/h2>\n

\u00ab Personal data is the new oil of the internet and the new currency of the digital world. \u00bb claimed Meglena Kouneva, European Commissioner for Consumer Protection in March 2009. The value of personal data for industry, science and society in general is widely recognized today. However, the potentially identifying and sensitive nature of personal data is often a major obstacle to their collection, processing, and sharing. The goal of privacy-preserving techniques in data-centric systems is precisely to enable a wide diversity of usages of big personal data while still providing strong privacy guarantees.<\/p>\n\n <\/div>\n <\/div>\n<\/section>\n\n\n\n

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<\/span><\/span>Course content<\/h2>\n
    \n
  • Introduction : donn\u00e9es personnelles et soci\u00e9t\u00e9 aujourd’hui, motivation du besoin de les prot\u00e9ger.<\/li>\n
  • Publication de donn\u00e9es respectueuse de la vie priv\u00e9e (anonymisation) : mod\u00e8les et algorithmes par partitionnement, mod\u00e8les et algorithmes type differential privacy<\/li>\n
  • Pistage sur le Web : cookies, empreintes navigateur, contre-mesures.<\/li>\n
  • Contr\u00f4le d’acc\u00e8s dans les bases de donn\u00e9es : DAC, RBAC, MAC<\/li>\n
  • Recherche d’informations respectueuse de la vie priv\u00e9e : PIR computationelle et PIR th\u00e9orie de l’information<\/li>\n
  • Interrogation de donn\u00e9es personnelles chiffr\u00e9es : approches serveur, approches client<\/li>\n
  • Introduction au RGPD<\/li>\n
  • Introduction aux ar\u00eanes de standardisation du Web orient\u00e9es privacy<\/li>\n<\/ul>\n\n <\/div>\n <\/div>\n<\/section>\n\n\n
    \n
    \n
    \n

    <\/span><\/span>Keywords<\/h2>\n

    Privacy, partial information leakage, differential privacy, encryption, personal data.<\/p>\n\n <\/div>\n

    \n

    <\/span><\/span>Prerequisites<\/h2>\n
      \n
    • Basics in the Python programing language<\/li>\n
    • Basic knowledge in cryptography<\/li>\n
    • Basic skills in statistics and probabilities<\/li>\n<\/ul>\n\n <\/div>\n <\/div>\n<\/section>\n\n\n\n
      \n
      \n
      \n

      <\/span><\/span>Bibliography<\/h2>\n
      \n
        \n
      • Privacy-Preserving Data Publishing by Bee-Chung Chen, Daniel Kifer, Kristen LeFevre and Ashwin Machanavajjhala, 2009.<\/li>\n
      • The Algorithmic Foundations of Differential Privacy, by Cynthia Dwork and Aaron Roth, 2014.<\/li>\n
      • Foundations of Cryptography: Volume 2, Basic Applications, by Oded Goldreich, 2004<\/li>\n<\/ul>\n<\/div>\n\n <\/div>\n <\/div>\n<\/section>\n\n\n\n
        \n
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        \n

        <\/span><\/span>Biography<\/h2>\n
        \n

        Tristan Allard<\/strong> (responsible and main teacher) and teaching assistants for the technical part of the course, and external experts for the legal part.<\/p>\n

        \u201cI am an associate professor (\u201cma\u00eetre de conf\u00e9rences\u201d) since September 2014 at the Univ Rennes, CNRS, Irisa. I am also a fixed term (March 2020 to March 2023) associate professor (\u201cprofesseur associ\u00e9\u201d) at the Universit\u00e9 du Qu\u00e9bec \u00e0 Montr\u00e9al (for co-supervising a joint PhD thesis between UQAM and UR1). Before that, I was a postdoctoral researcher at the Inria Zenith team in Montpellier. I conducted my Ph.D. thesis in Computer Science in the Inria SMIS team and received it from the University of Versailles in December 2011. The volume, variety, and velocity of digital personal data are increasing at a fast pace. Enabling both daily uses and large-scale analysis of personal data while preserving individuals\u2019 privacy is a key challenge in building a knowledge society. My research interests lie within this wide field. I am particularly interested in the combination of differential privacy with cryptography (privacy-preserving data querying, privacy-preserving crowdsourcing, privacy-preserving data mining). And recently I got diverted by the study of browser fingerprints for web authentication.\u201d<\/p>\n<\/div>\n\n <\/div>\n <\/div>\n<\/section>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":8,"featured_media":0,"parent":11707,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":[],"acf":[],"yoast_head":"\nPrivacy - CyberSchool<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/cyberschool.univ-rennes.fr\/en\/education\/masters-and-postgraduate-programmes\/masters-cybersecurity-science-of-software-and-hardware-security\/study-programme-of-the-masters-cybersecurity-science-of-software-and-hardware-security\/privacy\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Privacy - CyberSchool\" \/>\n<meta property=\"og:url\" content=\"https:\/\/cyberschool.univ-rennes.fr\/en\/education\/masters-and-postgraduate-programmes\/masters-cybersecurity-science-of-software-and-hardware-security\/study-programme-of-the-masters-cybersecurity-science-of-software-and-hardware-security\/privacy\/\" \/>\n<meta property=\"og:site_name\" content=\"CyberSchool\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/CSchoolRennes\/\" \/>\n<meta property=\"article:modified_time\" content=\"2026-03-12T13:29:33+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cyberschool.univ-rennes.fr\/app\/uploads\/2021\/02\/cover-social-network.jpeg\" \/>\n\t<meta property=\"og:image:width\" content=\"1500\" \/>\n\t<meta property=\"og:image:height\" content=\"500\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@CSchoolRennes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/cyberschool.univ-rennes.fr\/en\/education\/masters-and-postgraduate-programmes\/masters-cybersecurity-science-of-software-and-hardware-security\/study-programme-of-the-masters-cybersecurity-science-of-software-and-hardware-security\/privacy\/\",\"url\":\"https:\/\/cyberschool.univ-rennes.fr\/en\/education\/masters-and-postgraduate-programmes\/masters-cybersecurity-science-of-software-and-hardware-security\/study-programme-of-the-masters-cybersecurity-science-of-software-and-hardware-security\/privacy\/\",\"name\":\"Privacy - 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