کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
4608836 1338385 2008 18 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Approximation complexity of additive random fields
موضوعات مرتبط
مهندسی و علوم پایه ریاضیات آنالیز ریاضی
پیش نمایش صفحه اول مقاله
Approximation complexity of additive random fields
چکیده انگلیسی

Let X(t,ω)X(t,ω) be an additive random field for (t,ω)∈[0,1]d×Ω(t,ω)∈[0,1]d×Ω. We investigate the complexity of finite rank approximationX(t,ω)≈∑k=1nξk(ω)ϕk(t).The results are obtained in the asymptotic setting d→∞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 VdVd, and we find the explosion coefficient V.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Journal of Complexity - Volume 24, Issue 3, June 2008, Pages 362–379
نویسندگان
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