All Questions
Tagged with differential-privacy noise
4 questions
2
votes
0
answers
65
views
What is statistical difference?
In the paper "Calibrating Noise to Sensitivity in Private Data Analysis" by Dwork et al., the term "statistical difference" is used as following (in page 280):
Finally, if a $1 − \...
2
votes
2
answers
940
views
differentially private release of histograms (non-negative valued queries)
Two practical questions arise when releasing differentially private histograms/counts via addition of Laplace/Gaussian noise:
1) Is the result of noise addition truncated/rounded (since we know that ...
2
votes
1
answer
140
views
Why does "sticky noise" defy averaging attack?
I have read an interesting paper (pdf) describing how a privacy preserving technique might be breached, but I am having trouble understanding the following paragraph describing one of several layers ...
0
votes
1
answer
330
views
How to test for differential privacy on multiple choice data?
I apologize I am new to statistics so I do not know all terms and concepts.
My current algorithm for adding noise to multiple-choice favorite color data is this:
...