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Differential privacy is becoming a gold standard for privacy research; it offers a guaranteed bound on loss of privacy due to release of query results, even under worst-case assumptions.
Judgment under uncertainty: Heuristics and biases
D. Kahneman, P. Slovic, and A. Tversky · 1982
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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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Calibrating noise to sensitivity in private data analysis
C. Dwork, F. McSherry, K. Nissim, and A. Smith · 2006
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Privacy-preserving logistic regression
K. Chaudhuri and C. Monteleoni · 2008
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Differential privacy: A survey of results
C. Dwork · 2008
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Privacy: Theory meets practice on the map
A. Machanavajjhala, D. Kifer, J. M. Abowd, J. Gehrke, and L. Vilhuber · 2008
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Robust de-anonymization of large sparse datasets
A. Narayanan and V. Shmatikov · 2008
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Releasing search queries and clicks privately
A. Korolova, K. Kenthapadi, N. Mishra, and A. Ntoulas · 2009
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De-anonymizing social networks
A. Narayanan and V. Shmatikov · 2009
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Differentially private support vector machines
A. D. Sarwate, K. Chaudhuri, and C. Monteleoni · 2009
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Discovering frequent patterns in sensitive data
R. Bhaskar, S. Laxman, A. Smith, and A. Thakurta · 2010
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Boosting and differential privacy
C. Dwork, G. N. Rothblum, and S. P. Vadhan · 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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Differentially-private network trace analysis
F. McSherry and R. Mahajan · 2010
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Differentially private trajectory data publication
R. Chen, B. C. M. Fung, and B. C. Desai · 2011
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Differentially private spatial decompositions
G. Cormode, M. Procopiuc, E. Shen, D. Srivastava, and T. Yu · 2011
Cited alongside, same era.
Differential privacy – a primer for the perplexed
C. Dwork, F. McSherry, K. Nissim, and A. Smith · 2011
Cited alongside, same era.
Selling privacy at auction
A. Ghosh and A. Roth · 2011
Cited alongside, same era.
How much is enough? choosing ϵ \epsilon for differential privacy
J. Lee and C. Clifton · 2011
Cited alongside, same era.
Personalized social recommendations - accurate or private?
A. Machanavajjhala, A. Korolova, and A. D. Sarma · 2011
Cited alongside, same era.
An adaptive mechanism for accurate query answering under differential privacy
C. Li and G. Miklau · 2012
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Privbasis: Frequent itemset mining with differential privacy
N. Li, W. H. Qardaji, D. Su, and J. Cao · 2012
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Take it or leave it: Running a survey when privacy comes at a cost
K. Ligett and A. Roth · 2012
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The effects of incremental costs of smoking and obesity on health care costs among adults: A 7-year longitudinal study
J. Moriarty, M. Branda, K. Olsen, N. Shah, B. Borah, A. Wagie, J. Egginton, and J. Naessens · 2012
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DJoin: differentially private join queries over distributed databases
A. Narayan and A. Haeberlen · 2012
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G. Ács and C. Castelluccia · 2012
Cited alongside, same era.
A market for unbiased private data: Paying individuals according to their privacy attitudes
C. Aperjis and B. Huberman · 2012
Cited alongside, same era.
Unwillingness to pay for privacy: A field experiment
A. R. Beresford, D. Kübler, and S. Preibusch · 2012
Cited alongside, same era.
Privacy preserving record linkage via grams projections
L. Bonomi, L. Xiong, R. Chen, and B. C. M. Fung · 2012
Cited alongside, same era.
Near-optimal algorithms for differentially-private principal components
K. Chaudhuri, A. D. Sarwate, and K. Sinha · 2012
Cited alongside, same era.
Towards statistical queries over distributed private user data
R. Chen, A. Reznichenko, P. Francis, and J. Gehrke · 2012
Cited alongside, same era.
Privacy auctions for recommender systems
P. Dandekar, N. Fawaz, and S. Ioannidis · 2012
Cited alongside, same era.
Privacy-aware mechanism design
K. Nissim, C. Orlandi, and R. Smorodinsky · 2012
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Differentially private kalman filtering
J. L. Ny and G. J. Pappas · 2012
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Conducting truthful surveys, cheaply
A. Roth and G. Schoenebeck · 2012
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Privacy-preserving data sharing for genome-wide association studies
C. Uhler, A. B. Slavkovic, and S. E. Fienberg · 2012
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Dpcube: Differentially private histogram release through multidimensional partitioning
Y. Xiao, L. Xiong, L. Fan, and S. Goryczka · 2012
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NACE Salary survey, Jan. 2013
2013
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Truthful mechanisms for agents that value privacy
Y. Chen, S. Chong, I. A. Kash, T. Moran, and S. Vadhan · 2013
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A theory of pricing private data
C. Li, D. Y. Li, G. Miklau, and D. Suciu · 2013
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Is privacy compatible with truthfulness?
D. Xiao · 2013
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