Multilevel Weighted Least Squares Polynomial Approximation – Sören Wolfers, KAUST

Multilevel Weighted Least Squares Polynomial Approximation – Sören Wolfers, KAUST

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Intro

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1 of 15

Intro

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Multilevel Weighted Least Squares Polynomial Approximation – Sören Wolfers, KAUST

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  1. 1 Intro
  2. 2 Polynomial least squares approximation
  3. 3 Accuracy - Summary
  4. 4 Accuracy - References
  5. 5 Sampling from optimal density
  6. 6 Single level approach to inexact evaluations Ides Apply least squares approximation to freed to Problem: Good approximation requires both a large subspace
  7. 7 Multilevel approach to inexact evaluations
  8. 8 Multilevel convergence analysis
  9. 9 Numerical example Stationary diffusion equation with random coefficient field
  10. 10 Setup
  11. 11 Curse of dimensionality
  12. 12 Smolyak decomposition
  13. 13 Decay of mixed differences
  14. 14 Adaptive algorithm
  15. 15 Special case multilevel polynomial approximation

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