Euler-Maruyama格式算子分裂及热核的高阶离散化

Yuga Iguchi, T. Yamada
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引用次数: 7

摘要

利用非交换代数的Baker-Campbell-Hausdorff型对易子展开和Malliavin微积分,提出了扩散半群的一般高阶算子分裂方案。介绍了热方程或热核基本解的精确离散化方法,并提出了一种新的计算算法,这将有助于扩散过程的推理。该近似被认为是密度的欧拉-丸山格式周围的分裂。最后给出了扩散过程的数值算例,验证了该方法的有效性。
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Operator Splitting Around Euler-Maruyama Scheme and High Order Discretization of Heat Kernels
This paper proposes a general higher order operator splitting scheme for diffusion semigroups using the Baker-Campbell-Hausdorff type commutator expansion of non-commutative algebra and the Malliavin calculus. An accurate discretization method for the fundamental solution of heat equations or the heat kernel is introduced with a new computational algorithm which will be useful for the inference for diffusion processes. The approximation is regarded as the splitting around the Euler-Maruyama scheme for the density. Numerical examples for diffusion processes are shown to validate the proposed scheme.
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