Based on the analysis, we present unit circle mechanism: a novel differentially private mechanism based on the geometrical property of the test statistics.
Abstract. This paper develops differentially private mech- anisms for χ2 test of independence. While exist- ing works put their effort into properly control ...
To achieve DP, the test statistic needs to be randomized in some sense. 1. Output perturbation [Fienberg+ 2011, Yu+ 2014, Wang+ 2015].
Based on the analysis, we present unit circle mechanism: a novel differentially private mechanism based on the geometrical property of the test statistics.
Aug 6, 2017 · Based on the analysis, we present unit circle mechanism: a novel differentially private mechanism based on the geometrical property of the test ...
Duration: 17:04
Posted: Oct 31, 2017
Posted: Oct 31, 2017
Feb 7, 2016 · Hypothesis testing is a useful statistical tool in determining whether a given model should be rejected based on a sample from the population.
Missing: Unit Circle Mechanism.
Feb 1, 2024 · Differentially private chi-squared test by unit circle mechanism. In D. Precup, & Y. W. Teh (Eds.), Proceedings of the 34th International ...
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Hypothesis testing is a useful statistical tool in determining whether a given model should be rejected based on a sample from the population.
Jul 24, 2022 · In this paper, we study differentially private hypothesis testing for high-dimensional distribu- tions. We primarily study two major classes of ...