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 …

[图书][B] Tractability of Multivariate Problems: Standard information for functionals

E Novak, H Woźniakowski - 2008 - books.google.com
This is the second volume of a three-volume set comprising a comprehensive study of the
tractability of multivariate problems. The second volume deals with algorithms using …

Quasi-Monte Carlo finite element methods for a class of elliptic partial differential equations with random coefficients

FY Kuo, C Schwab, IH Sloan - SIAM Journal on Numerical Analysis, 2012 - SIAM
In this paper quasi-Monte Carlo (QMC) methods are applied to a class of elliptic partial
differential equations (PDEs) with random coefficients, where the random coefficient is …

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 …

Some results on the complexity of numerical integration

E Novak - Monte Carlo and Quasi-Monte Carlo Methods: MCQMC …, 2016 - Springer
We present some results on the complexity of numerical integration. We start with the
seminal paper of Bakhvalov (1959) and end with new results on the curse of dimensionality …

Quasi-Monte Carlo finite element methods for elliptic PDEs with lognormal random coefficients

IG Graham, FY Kuo, JA Nichols, R Scheichl… - Numerische …, 2015 - Springer
In this paper we analyze the numerical approximation of diffusion problems over polyhedral
domains in R^ d R d (d= 1, 2, 3 d= 1, 2, 3), with diffusion coefficient a (x, ω) a (x, ω) given as …

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 …

[图书][B] Lattice rules

J Dick, P Kritzer, F Pillichshammer - 2022 - Springer
Lattice rules are particular instances of quasi-Monte Carlo rules for numerical integration of
functions over the 𝑑-dimensional unit cube [0, 1] 𝑑, where the emphasis lies on high …

Multi-level quasi-Monte Carlo finite element methods for a class of elliptic PDEs with random coefficients

FY Kuo, C Schwab, IH Sloan - Foundations of Computational Mathematics, 2015 - Springer
This paper is a sequel to our previous work (Kuo et al. in SIAM J Numer Anal, 2012) where
quasi-Monte Carlo (QMC) methods (specifically, randomly shifted lattice rules) are applied to …

Constructing embedded lattice rules for multivariate integration

R Cools, FY Kuo, D Nuyens - SIAM Journal on Scientific Computing, 2006 - SIAM
Lattice rules are a family of equal-weight cubature formulae for approximating high-
dimensional integrals. By now it is well established that good generating vectors for lattice …