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Data Privacy Technology @ UMich Kristen LeFevre, Assistant Professor CSE Current Group Members: Daniel Fabbri (Ph.D. student) Lujun Fang (Ph.D. student) Xunjia Lu (Undergraduate student)
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Motivation Mass digitization of personal data –Web: E-mail, web searches, clickstreams, social network profiles, user-generated content –Healthcare: Electronic health records, clinical trials, genome data –Many more… Legal, ethical, and technical questions surrounding data ownership, collection, dissemination, and use
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Our Work Overarching Goal: Developing new technologies to better control the collection, dissemination, and use of sensitive data. Specific Projects: –User-Centric Privacy Controls –Data Use and Compliance Auditing –Privacy-Preserving Data Publishing, Private Data Analysis
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User-Centric Privacy Controls (w/ Lujun Fang) Social media requires non-technical end- users to specify access control policies for their data –E.g., Facebook fine-grained privacy settings Hard for most people! Privacy “Wizard” Project applies data mining and machine learning techniques to recommend detailed privacy settings with minimal user input
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Data Use Auditing, Compliance Reporting (w/ Dan Fabbri, Xunjia Lu) Access control prevents unauthorized data access –Policies may be incomplete or incorrect –Policies may be deliberately loose E.g., Electronic Health Records Complementary tool: Maintain an audit log to support a posteriori investigation Interesting Challenges: –Misconfiguration response and breach reporting (Dan) –Log monitoring, analysis, and proactive detection of data breaches (Xunjia, Lujun)
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Thank you! Questions? E-Mail: klefevre@umich.eduklefevre@umich.edu Web: http://www.eecs.umich.edu/~klefevre
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