On the effective dimension and multilevel Monte Carlo
Computation
2022-09-21 v1 Numerical Analysis
Numerical Analysis
Abstract
I consider the problem of integrating a function over the -dimensional unit cube. I describe a multilevel Monte Carlo method that estimates the integral with variance at most in time, for , where is the truncation dimension of . In contrast, the standard Monte Carlo method typically achieves such variance in time. A lower bound of order is described for a class of multilevel Monte Carlo methods.
Keywords
Cite
@article{arxiv.2111.03561,
title = {On the effective dimension and multilevel Monte Carlo},
author = {Nabil Kahalé},
journal= {arXiv preprint arXiv:2111.03561},
year = {2022}
}