PPT-Adaptive Data Analysis via Differential Privacy:

General Tools for PostSelection Inference Aaron Roth What do we want to protect against Overfitting from fixed algorithmic procedures easiest might hope to analyze exactly eg variableparameter selection followed by model fitting. Differential Privacy. 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 . Yotam. . Aron. Table of Contents. Introduction. Differential Privacy for Linked Data. SPIM implementation. Evaluation. Contributions. Theory: how to apply differential privacy to linked data.. Implementation: privacy module for SPARQL queries.. Aleksandar (. Sasho. ) . Nikolov. Rutgers University. The Streaming Model. Underlying . frequency vector. . A. = . A [1], …, A[. n. ] . start with . A[. i. ] = 0 . for all . i. . . We observe an . Moritz Hardt. IBM Research Almaden. Joint work with Cynthia Dwork, Vitaly Feldman, . Toni Pitassi, Omer Reingold, Aaron Roth. Statistical Estimation. Data domain . X. , class labels . Y. Unknown distribution . Approximate . Revenue Maximization. Ruihao. Zhu. . and . Kang G. Shin. Department of Electrical Engineering and Computer Science, University of Michigan, Ann Arbor. 1. Outline . Background. Design Goal. 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. Pre-Modern Cryptography. Propose. Break. Modern Cryptography. B. Hoh, M. . Gruteser. , H. . Xiong. , and A. . Alrabady. . ACM CCS. Presented by . Solomon Njorombe. Abstract. Motivation. Probe-vehicle automotive monitoring systems. Guaranteed anonymity in location traces datasets. 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 . Jeremiah Blocki. Avrim Blum. Anupam Datta. Or Sheffet. Theory Lunch: Fall 2012. Goal. useful statistics. Preserve Privacy and Release Useful Statistics. 2. Outline. Background. Social Networks. Differential Privacy. A paper by: Paul Kocher, Joshua Jaffe, and Benjamin Jun. Presentation by: Michelle Dickson. Power Analysis. Introduction. Simple Power Analysis (SPA). Theory. Experimental Results. Prevention. Differential Power Analysis (DPA). Jeremiah Blocki. CS-555. 11/22/2016. Credit: Some slides are from Adam Smith. Differential Privacy. Privacy . in . Statistical. . Databases. Individuals Se. r. v. er/agency. x. 1. x. 2. .. .. .. x. n. 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 Features of adaptive immunity:. Adaptive immunity is characterized by the following:. 1. Antigenic specificity: (. highly specific).. 2. Diversity : . ( each antigen there is specific T-cell and B-cell for it).. MapReduce. Indrajit Roy. , . Srinath. T.V. . Setty. , Ann . Kilzer. , . Vitaly. . Shmatikov. , Emmett Witchel. The University of Texas at Austin. Computing in the year 201X. 2. Illusion of infinite resources.