对偶多层蒙特卡罗方法的中心极限定理

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
M. Ben Alaya, Ahmed Kebaier, T. Ngo
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引用次数: 2

摘要

在本文中,我们通过考虑m个布朗增量(m≥2)之间的置换,而不是像原始论文中那样使用两个增量,给出了Giles和Szpruch[15]引入的多维扩散的对偶多级蒙特卡罗(MLMC)估计量的自然扩展。我们的目的是研究这种新算法中涉及的弱误差的渐近行为。在得到的结果中,我们证明了一方面没有Lévy区域的Milstein格式的平均值及其σ-对偶版本建立在更精细的网格上,另一方面粗近似在1阶速率的分布中稳定收敛之间的误差。我们还证明了没有Lévy区域的Milstein格式与其σ-对偶版本之间的误差在1/2阶的分布中稳定收敛。更准确地说,我们有一个基于三角阵列方法的关于这些误差的联合分布的渐近行为的函数极限定理(参见例如Jacobd[20])。由于这个结果,我们建立了对偶MLMC估计量的Lindeberg-Feller型中心极限定理。分析了算法的时间复杂度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Central limit theorem for the antithetic multilevel Monte Carlo method
In this paper, we give a natural extension of the antithetic multilevel Monte Carlo (MLMC) estimator for a multi-dimensional diffusion introduced by Giles and Szpruch [15] by considering the permutation between m Brownian increments, m ≥ 2, instead of using two increments as in the original paper. Our aim is to study the asymptotic behavior of the weak errors involved in this new algorithm. Among the obtained results, we prove that the error between on the one hand the average of the Milstein scheme without Lévy area and its σ-antithetic version build on the finer grid and on the other hand the coarse approximation stably converges in distribution with a rate of order 1. We also prove that the error between the Milstein scheme without Lévy area and its σ-antithetic version stably converges in distribution with a rate of order 1/2. More precisely, we have a functional limit theorem on the asymptotic behavior of the joined distribution of these errors based on a triangular array approach (see e.g. Jacod [20]). Thanks to this result, we establish a central limit theorem of Lindeberg-Feller type for the antithetic MLMC estimator. The time complexity of the algorithm is analyzed.
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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