conftrace_

exponential mechanism

30 papers

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Co-occurring keywords

differential privacy (1016) top-k selection (20) gaussian mechanism (30) high-dimensional datum (158) lower bound (173) privacy budget (27) private algorithm (14) privacy-preserving algorithm (12) query release (7) sensitivity analysis (80)

Papers

Benefits and Pitfalls of the Exponential Mechanism with Applications to Hilbert Spaces and Functional PCA ICML 2019
The Price of Selection in Differential Privacy COLT 2017
Differential Privacy without Sensitivity NIPS 2016
Dual Query: Practical Private Query Release for High Dimensional Data ICML 2014
A Simple and Practical Algorithm for Differentially Private Data Release NIPS 2012