Abstract
Let X (t, ω) be an additive random field for (t, ω) ∈ [0, 1]d × Ω. We investigate the complexity of finite rank approximationX (t, ω) ≈ underover(∑, k = 1, n) ξk (ω) φ{symbol}k (t) .The results are obtained in the asymptotic setting d → ∞ as suggested by Woźniakowski [Tractability and strong tractability of linear multivariate problems, J. Complexity 10 (1994) 96-128.]; [Tractability for multivariate problems for weighted spaces of functions, in: Approximation and Probability. Banach Center Publications, vol. 72, Warsaw, 2006, pp. 407-427.]. They provide quantitative version of the curse of dimensionality: we show that the number of terms in the series needed to obtain a given relative approximation error depends exponentially on d. More precisely, this dependence is of the form Vd, and we find the explosion coefficient V.
Original language | English |
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Pages (from-to) | 362-379 |
Number of pages | 18 |
Journal | Journal of Complexity |
Volume | 24 |
Issue number | 3 |
DOIs | |
Publication status | Published - 1 Jan 2008 |
Scopus subject areas
- Algebra and Number Theory
- Statistics and Probability
- Numerical Analysis
- Control and Optimization
- Applied Mathematics