High-dimensional integration: the quasi-Monte Carlo way

J Dick, FY Kuo, IH Sloan - Acta Numerica, 2013 - cambridge.org
This paper is a contemporary review of QMC ('quasi-Monte Carlo') methods, that is, equal-
weight rules for the approximate evaluation of high-dimensional integrals over the unit cube …

[BOOK][B] Monte carlo and quasi-monte carlo sampling

C Lemieux - 2009 - Springer
Quasi–Monte Carlo methods have become an increasingly popular alternative to Monte
Carlo methods over the last two decades. Their successful implementation on practical …

[BOOK][B] Hyperbolic cross approximation

D Dũng, V Temlyakov, T Ullrich - 2018 - books.google.com
This book provides a systematic survey of classical and recent results on hyperbolic cross
approximation. Motivated by numerous applications, the last two decades have seen great …

Application of quasi-Monte Carlo methods to elliptic PDEs with random diffusion coefficients: a survey of analysis and implementation

FY Kuo, D Nuyens - Foundations of Computational Mathematics, 2016 - Springer
This article provides a survey of recent research efforts on the application of quasi-Monte
Carlo (QMC) methods to elliptic partial differential equations (PDEs) with random diffusion …

Quasi-Monte Carlo methods with applications in finance

P L'Ecuyer - Finance and Stochastics, 2009 - Springer
We review the basic principles of quasi-Monte Carlo (QMC) methods, the randomizations
that turn them into variance-reduction techniques, the integration error and variance bounds …

Higher order QMC Petrov--Galerkin discretization for affine parametric operator equations with random field inputs

J Dick, FY Kuo, QT Le Gia, D Nuyens, C Schwab - SIAM Journal on Numerical …, 2014 - SIAM
We construct quasi--Monte Carlo methods to approximate the expected values of linear
functionals of Petrov--Galerkin discretizations of parametric operator equations which …

Hyperbolic cross approximation

V Temlyakov, T Ullrich - 2016 - Springer
This book is a survey on multivariate approximation. The 20th century was a period of
transition from univariate problems to multivariate problems in a number of areas of …

Walsh spaces containing smooth functions and quasi–Monte Carlo rules of arbitrary high order

J Dick - SIAM Journal on Numerical Analysis, 2008 - SIAM
We define a Walsh space which contains all functions whose partial mixed derivatives up to
order δ≥1 exist and have finite variation. In particular, for a suitable choice of parameters …

Higher order quasi--Monte Carlo integration for holomorphic, parametric operator equations

J Dick, QT Le Gia, C Schwab - SIAM/ASA Journal on Uncertainty Quantification, 2016 - SIAM
We analyze the convergence of higher order quasi--Monte Carlo (QMC) quadratures of
solution functionals to countably parametric, nonlinear operator equations with distributed …

Convergence guarantees for kernel-based quadrature rules in misspecified settings

M Kanagawa, BK Sriperumbudur… - Advances in Neural …, 2016 - proceedings.neurips.cc
Kernel-based quadrature rules are becoming important in machine learning and statistics,
as they achieve super-$¥ sqrt {n} $ convergence rates in numerical integration, and thus …