Private Learning of Gaussians and Their Mixtures

Private Learning of Gaussians and Their Mixtures

Fields Institute via YouTube Direct link

Private Learning of General Gaussian

11 of 14

11 of 14

Private Learning of General Gaussian

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Classroom Contents

Private Learning of Gaussians and Their Mixtures

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

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