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Local differential privacy has recently surfaced as a strong measure of privacy in contexts where personal information remains private even from data analysts.
Equivalent comparisons of experiments
D. Blackwell · 1953
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Randomized response: A survey technique for eliminating evasive answer bias
S. L. Warner · 1965
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Privacy in electronic commerce and the economics of immediate gratification
A. Acquisti · 2004
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Differential privacy
C. Dwork · 2006
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Our data, ourselves: Privacy via distributed noise generation
C. Dwork, K. Kenthapadi, F. McSherry, I. Mironov, and M. Naor · 2006
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What can behavioral economics teach us about privacy
A. Acquisti and J. Grossklags · 2007
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Mechanism design via differential privacy
F. McSherry and K. Talwar · 2007
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Distributed private data analysis: Simultaneously solving how and what
A. Beimel, K. Nissim, and E. Omri · 2008
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Privacy-preserving logistic regression
K. Chaudhuri and C. Monteleoni · 2008
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Differential privacy and robust statistics
C. Dwork and J. Lei · 2009
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Introduction to nonparametric estimation , volume 11
A. B. Tsybakov and V. Zaiats · 2009
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Statistical measurement of information leakage
K. Chatzikokolakis, T. Chothia, and A. Guha · 2010
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A multiplicative weights mechanism for privacy-preserving data analysis
M. Hardt and G. N. Rothblum · 2010
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On the geometry of differential privacy
M. Hardt and K. Talwar · 2010
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Differentially private m-estimators
J. Lei · 2011
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The Johnson-Lindenstrauss transform itself preserves differential privacy
J. Blocki, A. Blum, A. Datta, and O. Sheffet · 2012
Cited alongside, same era.
Convergence rates for differentially private statistical estimation
K. Chaudhuri and D. Hsu · 2012
Cited alongside, same era.
Universally utility-maximizing privacy mechanisms
A. Ghosh, T. Roughgarden, and M. Sundararajan · 2012
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Beating randomized response on incoherent matrices
M. Hardt and A. Roth · 2012
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A simple and practical algorithm for differentially private data release
M. Hardt, K. Ligett, and F. McSherry · 2012
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Local privacy and statistical minimax rates
J. C Duchi, M. I. Jordan, and M. J. Wainwright · 2013
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The composition theorem for differential privacy
P. Kairouz, S. Oh, and P. Viswanath · 2013
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On differentially private low rank approximation
M. Kapralov and K. Talwar · 2013
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Near-optimal differentially private principal components
K. Chaudhuri, A. D. Sarwate, and K. Sinha · 2012
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Elements of information theory
T. M. Cover and J. A. Thomas · 2012
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Lower bounds in differential privacy
A. De · 2012
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The optimal mechanism in differential privacy
Q. Geng and P. Viswanath · 2012
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Calibrating noise to sensitivity in private data analysis
C. Dwork, F. McSherry, K. Nissim, and A. Smith
Cited in the paper.
The optimal mechanism in ( ϵ \epsilon , δ \delta )-differential privacy
Q. Geng and P. Viswanath
Cited in the paper.
Utility-privacy tradeoffs in databases: An information-theoretic approach
L. Sankar, S. R. Rajagopalan, and H. V. Poor · 2013
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Privacy and statistical risk: Formalisms and minimax bounds
R. F. Barber and J. C. Duchi · 2014
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A rate-disortion perspective on local differential privacy
A. D. Sarwate and L. Sankar · 2014
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Entropy-minimizing mechanism for differential privacy of discrete-time linear feedback systems
Y. Wang, Z. Huang, S. Mitra, and G.E. Dullerud · 2014
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