Special Topics in Data Privacy
CS101C, Section 01
Spring 2013
Tentative topic list:
An updated lecture schedule and list of assignment dates will be maintained on the course Piazza page.
- Course overview, definition of differential privacy, Laplace mechanism.
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Blatant non-privacy, (eps, delta) differential privacy, Dinur-Nissim reconstruction attack.
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The exponential mechanism, the net mechanism.
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The net mechanism (continued), composition theorems.
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Synthetic data: more efficient algorithms, and a lower bound.
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Synthetic data: median mechanism.
- Synthetic data: multiplicative weights techniques.
- Private combinatorial optimization.
- Special topics/group presentations