Rational Ignorance - Optimal Learning from Complex Mechanistic Models

Rational Ignorance - Optimal Learning from Complex Mechanistic Models

Santa Fe Institute via YouTube Direct link

Central claims

5 of 18

5 of 18

Central claims

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Rational Ignorance - Optimal Learning from Complex Mechanistic Models

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  1. 1 Intro
  2. 2 Water
  3. 3 Why simpler models
  4. 4 Goal of climate modeling
  5. 5 Central claims
  6. 6 Outline
  7. 7 Hessian
  8. 8 Fischer information
  9. 9 Sloppy models
  10. 10 Metric space
  11. 11 Why sloppiness
  12. 12 Predictive models vs curve fitting
  13. 13 Bayesian inference
  14. 14 Mutual information
  15. 15 Adapting dimensionality
  16. 16 Jeffreys prior in dimension 4
  17. 17 Jeffreys prior in dimension 5
  18. 18 Jeffreys prior in dimension 26

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