Private False Discovery Rate Control

Probability inequalities for the sum of independent random variables

G. Bennett · 1962

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Order Statistics

H. David and H. Nagaraja · 1970

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Controlling the false discovery rate – A practical and powerful approach to multiple testing

Y. Benjamini and Y. Hochberg · 1995

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The control of the false discovery rate in multiple testing under dependency

Y. Benjamini and D. Yekutieli · 2001

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Adapting to unknown sparsity by controlling the false discovery rate

F. Abramovich, Y. Benjamini, D. Donoho, and I. Johnstone · 2006

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Our data, ourselves: Privacy via distributed noise generation

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Calibrating noise to sensitivity in private data analysis

C. Dwork, F. McSherry, K. Nissim, and A. Smith · 2006

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Stepup procedures controlling generalized FWER and generalized FDR

S. K. Sarkar · 2007

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An adaptive step-down procedure with proven FDR control under independence

Y. Gavrilov, Y. Benjamini, and S. K. Sarkar · 2009

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On a generalized false discovery rate

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Discovering frequent patterns in sensitive data

R. Bhaskar, S. Laxman, A. Smith, and A. Thakurta · 2010

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Probability: Theory and Examples

R. Durrett · 2010

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Boosting and differential privacy

C. Dwork, G. Rothblum, and S. Vadhan · 2010

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The Algorithmic Foundations of Differential Privacy

C. Dwork and A. Roth · 2014

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The reusable holdout: Preserving validity in adaptive data analysis

C. Dwork, V. Feldman, M. Hardt, T. Pitassi, O. Reingold, and A. Roth · 2015

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