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Privately Learning Gaussians
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Classroom Contents
Private Learning of Gaussians and Their Mixtures
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- 1 Intro
- 2 PAC Learning of Distributions
- 3 Learning Univariate Gaussians
- 4 Robustness?
- 5 Choosing from two distributions
- 6 Private Hypothesis Selection
- 7 Stable Histogram Bun, Nissim, Stemmerid
- 8 Univariate Gaussians Karwa, Vadhan'17
- 9 Univariate GMMS
- 10 High-dimensional Gaussians
- 11 Private Learning of General Gaussian
- 12 Privately Learning Gaussians
- 13 Case of covariance estimation
- 14 Final Thoughts . In many cases our robust methods have large C
