Blessings of Dimensionality for Gaussian Latent Factor Models

Blessings of Dimensionality for Gaussian Latent Factor Models

Santa Fe Institute via YouTube Direct link

Improving reproducibility

28 of 32

28 of 32

Improving reproducibility

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Blessings of Dimensionality for Gaussian Latent Factor Models

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  1. 1 Intro
  2. 2 dimensionality as an enemy
  3. 3 collaborators who do real problems
  4. 4 reducing dimensionality
  5. 5 making reasonable assumptions
  6. 6 notation
  7. 7 mutual information
  8. 8 graphical models
  9. 9 characterizations
  10. 10 models
  11. 11 information theory
  12. 12 Blessings of dimensionality
  13. 13 Empirical results
  14. 14 Latent remodeling
  15. 15 Normal approach
  16. 16 Global optimization
  17. 17 Conditional independence
  18. 18 generative model link perspective
  19. 19 Independence of disease
  20. 20 Unconstrained optimization
  21. 21 Cluster structure recovery
  22. 22 Covariance estimation
  23. 23 Neuroscience
  24. 24 Data set
  25. 25 Brain pictures
  26. 26 Factor analysis
  27. 27 Cluster recovery
  28. 28 Improving reproducibility
  29. 29 unsupervised dimensionality reduction
  30. 30 Cohens D
  31. 31 PCA
  32. 32 ICA

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