The Price of Differential Privacy for Online Learning (with Supplementary Material) Naman Agarwal 1 Karan Singh 1 Abstract

Source URL: proceedings.mlr.press

Random Projections, Graph Sparsification, and Differential Privacy Jalaj Upadhyay Center for Applied Cryptographic Research University of Waterloo

Source URL: www.iacr.org

Functional Mechanism: Regression Analysis under Differential Privacy Jun Zhang1 Zhenjie Zhang2 Xiaokui Xiao1 Yin Yang2

Source URL: vldb.org

Differential Privacy via Wavelet Transforms Xiaokui Xiao, Guozhang Wang, Johannes Gehrke

Source URL: www.cs.cornell.edu

1 Differential Privacy 1.1 Setting: Collecting and Providing Statistical Data • Census bureau: Income distributions, “How many people earn > $100,000?”. Hospitals: Statistics about medical conditions, “How many s

Source URL: florian-schoppmann.net

On the Difficulties of Disclosure Prevention in Statistical Databases or The Case for Differential Privacy Cynthia Dwork∗ Moni Naor†

Source URL: www.wisdom.weizmann.ac.il

Differential Privacy: a short tutorial Presenter: WANG Yuxiang Some slides/materials extracted from Aaron Roth’s Lecture at CMU

Source URL: www.cs.cmu.edu

Challenges of Visualizing Differentially Private Data Dan Zhang∗ , Michael Hay∗∗ , Gerome Miklau∗ , Brendan O’Connor∗ ∗ UMass Amherst, College of Information and Computer Sciences, {dzhang,miklau,brenocon}@

Source URL: tpdp16.cse.buffalo.edu

• Visualization
• Computing
• Information
• Computational science
• Infographics
• Cryptography
• Information privacy
• Computer graphics
• Data visualization
• Differential privacy
• Internet privacy
• Privacy

Proving Differential Privacy via Probabilistic Couplings Gilles Barthe? ? Marco Gaboardi‡

Source URL: tpdp16.cse.buffalo.edu

• Mathematical analysis
• Probability
• Mathematics
• Information privacy
• Mathematical logic
• Measure theory
• Generalized functions
• Lifting theory
• Exponential mechanism
• Differential privacy
• IP
• Distribution