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A Fast Algorithm for Adaptive Private Mean Estimation in Machine Learning

A Fast Algorithm for Adaptive Private Mean Estimation in Machine Learning

Google TechTalks via YouTube Direct link

Two Phase Approach

10 of 13
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10 of 13

Two Phase Approach

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A Fast Algorithm for Adaptive Private Mean Estimation in Machine Learning

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  1. 1 Introduction
  2. 2 The Problem
  3. 3 LaPlace Mechanism
  4. 4 Onedimensional mean
  5. 5 Truncation
  6. 6 Naive Case
  7. 7 Adaptive Mean Estimation
  8. 8 Coin Press
  9. 9 Proposed Test Release Framework
  10. 10 Two Phase Approach
  11. 11 Sample Covariance
  12. 12 Stable Mean Estimation
  13. 13 Building Blocks

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