PPT-Differential Privacy: What, Why and When

Moni Naor Weizmann Institute of Science The Brussels Privacy Symposium November 8 th 2016 What is Differential Privacy Differential Privacy is a concept Motivation Rigorous mathematical definition. December . 2, 2014. 1. Required Reading. A firm foundation for private data analysis. . Dwork. , C. Communications of the ACM, 54(1), 86-95. . 2011.. Privacy by the Numbers: A New Approach to Safeguarding Data. Erica . Differentially Private Model Fitting Using Genetic Algorithms. Jun Zhang. , Xiaokui Xiao, Yin Yang, Zhenjie Zhang, Marianne . Winslett. Differential Privacy. A database system with differential privacy. Differential Privacy. Eric Shou. Stat/CSE 598B. What is Game Theory?. Game theory. is a branch of applied mathematics that is often used in the context of . economics.. S. tudies . strategic interactions between agents. . Why Share Data?. Hospitals share data with researchers. Learn about disease causes, promising treatments, correlations between symptoms and outcomes. Merchants share data with advertisers/researchers/public. Why Share Data?. Hospitals share data with researchers. Learn about disease causes, promising treatments, correlations between symptoms and outcomes. Merchants share data with advertisers/researchers/public. 5. Lecturer:. . Moni. Naor. Desirable Properties from a sanitization mechanism. Composability. Applying the sanitization several time yields a . graceful degradation. . Will see: . t. . releases , each . the Limits of LP decoding. [. Dwork, McSherry, Talwar, STOC 2007. ]. TexPoint fonts used in EMF. . Read the TexPoint manual before you delete this box.: . A. A. A. A. A. A. A. A. Compressed Sensing:. rights and obligations of individuals and organizations with respect to the collection, use, retention, disclosure, and destruction of personal information. .. This pertains to the . Privacy of Personal Information. (A Case Study). Based on joint works with: . Rachel Cummings, Justin Hsu, . Zhiyi. Huang, . Sampath. Kannan, Michael Kearns, . Mallesh. . Pai. , Jamie Morgenstern, Ryan Rogers, Tim . Roughgarden. Jon Ullman, and Steven Wu. The Promise of Differential Privacy Cynthia Dwork , Microsoft Research TexPoint fonts used in EMF. Read the TexPoint manual before you delete this box.: A A A A A A A A On the Primacy of Definitions Statistical Databases. Li . Xiong. Today. Statistical . databases. Definitions. Early query restriction . methods. Output perturbation and differential privacy. Statistical Data Release. Age. City. Diagnosis. . Data Privacy. Dr. Balaji Palanisamy. Associate Professor. School of Computing and Information. University of Pittsburgh. bpalan@pitt.edu. Slides Courtesy:. Prof. James Joshi (University of Pittsburgh).. John M. Abowd. Cornell University . January 17, 2013. Acknowledgements and Disclaimer. This research uses data from the Census Bureau’s Longitudinal Employer-Household Dynamics (LEHD) Program, which was partially supported by the following grants: National Science Foundation (NSF) SES-9978093, SES-0339191 and ITR-0427889; National Institute on Aging AG018854; and grants from the Alfred P. Sloan . Salil Vadhan. Harvard University. TexPoint fonts used in EMF. . Read the TexPoint manual before you delete this box.: . A. A. A. A. A. Thank you . Shafi. & Silvio. For.... inspiring . us with beautiful science.