Abstract
We study the tractability of ω-weighted Ls approximation for γ-weighted Banach spaces of ∞-variate functions with mixed partial derivatives of order r bounded in a ψ-weighted Lp norm. Functions from such spaces have a natural decomposition f=∑u fu, where the summation is with respect to finite subsets u∩N+ and each fu depends only on variables listed in u. We derive corresponding multivariate decomposition methods and show that they lead to polynomial tractability under suitable assumptions concerning γ weights as well as the probability density functions ω and ψ. For instance, suppose that the cost of evaluating functions with d variables is at most exponential in d and the weights γ decay to zero sufficiently quickly. Then the cost of approximating such functions with the error at most ε is proportional to ε-1/(r+min(1/s-1/p,0)) ignoring logarithmic terms. This is a nearly-optimal result, since (once again ignoring logarithmic terms) it equals the complexity of the same approximation problem in the univariate case.
Original language | English |
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Pages (from-to) | 325-346 |
Number of pages | 22 |
Journal | Journal of Complexity |
Volume | 30 |
Issue number | 3 |
DOIs | |
State | Published - Jun 2014 |
Keywords
- Function approximation
- Tractability
ASJC Scopus subject areas
- Algebra and Number Theory
- Statistics and Probability
- Numerical Analysis
- Mathematics (all)
- Control and Optimization
- Applied Mathematics