Difference between revisions of "Differential privacy"

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* [http://www.lix.polytechnique.fr/~dale/papers/qapl-2013.pdf Preserving differential privacy under finite-precision semantics], Ivan Gazeau, Dale Miller, and Catuscia Palamidessi INRIA and LIX, Ecole Polytechnique
* [http://www.lix.polytechnique.fr/~dale/papers/qapl-2013.pdf Preserving differential privacy under finite-precision semantics], Ivan Gazeau, Dale Miller, and Catuscia Palamidessi INRIA and LIX, Ecole Polytechnique


== Other attacks ==
== Differential Privacy and the Statistical Agencies ==
* [http://www.cse.psu.edu/~duk17/papers/definetti.pdf Attacks on Privacy and deFinetti’s Theorem], Daniel Kifer, Penn State University, 2017
* [http://repository.cmu.edu/jpc/vol7/iss3/1/ How Will Statistical Agencies Operate When All Data Are Private?], John M. Abowd, U.S. Census Bureau, Journal of Privacy and Confidentiality: Vol. 7 : Iss. 3 , Article 1.
 


== The Fool's Gold Controversy ==
== The Fool's Gold Controversy ==
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* https://github.com/frankmcsherry/blog/blob/master/posts/2016-05-19.md
* https://github.com/frankmcsherry/blog/blob/master/posts/2016-05-19.md
* https://github.com/frankmcsherry/blog/blob/master/posts/2016-02-03.md
* https://github.com/frankmcsherry/blog/blob/master/posts/2016-02-03.md
== Other attacks ==
* [http://www.cse.psu.edu/~duk17/papers/definetti.pdf Attacks on Privacy and deFinetti’s Theorem], Daniel Kifer, Penn State University, 2017


== Math==
== Math==

Revision as of 09:14, 2 June 2017

A few references on Differential Privacy, for people who don't want to get bogged down with the math.

Video

Differential Privacy and Floating Point Accuracy

Floating point math on computer's isn't continuous, and differential privacy implementations that assume it is may experience a variety of errors that result in privacy loss. A discussion of the problems inherently in floating-point arithmetic can be found in Oracle's What Every Computer Scientist Should Know About Floating-Point Arithmetic, an edited reprint of the paper What Every Computer Scientist Should Know About Floating-Point Arithmetic, by David Goldberg, published in the March, 1991 issue of Computing Surveys.

Differential Privacy and the Statistical Agencies


The Fool's Gold Controversy

What's wrong with this article and with the followups?

Other attacks

Math

p for randomized response rate:

$p = \frac{e^\epsilon}{1+e^\epsilon}$

Probability that randomized response should be flipped.

See Also