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Score Estimation with Infinite-Dimensional Exponential Families – Dougal Sutherland, UCL

Score Estimation with Infinite-Dimensional Exponential Families – Dougal Sutherland, UCL

Alan Turing Institute via YouTube Direct link

Maximum likelihood

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Maximum likelihood

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Score Estimation with Infinite-Dimensional Exponential Families – Dougal Sutherland, UCL

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  1. 1 Introduction
  2. 2 Reproducing kernel Hilbert space
  3. 3 Maximum likelihood
  4. 4 Score matching
  5. 5 Nystrom approximation
  6. 6 Theory overview
  7. 7 Proof
  8. 8 Competitor approach
  9. 9 Experiments
  10. 10 Recap
  11. 11 Minimize the score
  12. 12 Loss function
  13. 13 Experimental results
  14. 14 Summary

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