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On the effective dimension and multilevel Monte Carlo

Abstract

I consider the problem of integrating a function ff over the dd-dimensional unit cube. I describe a multilevel Monte Carlo method that estimates the integral with variance at most ϵ2\epsilon^{2} in O(d+ln(d)dtϵ2)O(d+\ln(d)d_{t}\epsilon^{-2}) time, for ϵ>0\epsilon>0, where dtd_{t} is the truncation dimension of ff. In contrast, the standard Monte Carlo method typically achieves such variance in O(dϵ2)O(d\epsilon^{-2}) time. A lower bound of order d+dtϵ2d+d_{t}\epsilon^{-2} is described for a class of multilevel Monte Carlo methods.

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