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by mattb314
2140 days ago
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If you're new to differential privacy and looking for an introduction, I highly recommend the Dwork and Roth book, especially the first three chapters: https://www.cis.upenn.edu/~aaroth/Papers/privacybook.pdf Frank McSherry also has some good resources if you enjoy his writing style: https://github.com/frankmcsherry/blog/blob/master/posts/2016... In particular, I think it's important to keep in mind that differential privacy is as much focused on establishing a framework for measuring information leakage as it is coming up with clever algorithms to preserve privacy (although there are a lot of clever algorithms). I think of it as more analogous to big-O notation (a way of measuring) than to dynamic programming (an implementation technique). |
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