English

Non-linear Gaussian smoothing with Taylor moment expansion

Numerical Analysis 2021-11-05 v2 Numerical Analysis Methodology

Abstract

This letter is concerned with solving continuous-discrete Gaussian smoothing problems by using the Taylor moment expansion (TME) scheme. In the proposed smoothing method, we apply the TME method to approximate the transition density of the stochastic differential equation in the dynamic model. Furthermore, we derive a theoretical error bound (in the mean square sense) of the TME smoothing estimates showing that the smoother is stable under weak assumptions. Numerical experiments are presented in order to illustrate practical use of the method.

Keywords

Cite

@article{arxiv.2110.01396,
  title  = {Non-linear Gaussian smoothing with Taylor moment expansion},
  author = {Zheng Zhao and Simo Särkkä},
  journal= {arXiv preprint arXiv:2110.01396},
  year   = {2021}
}

Comments

5 pages, 1 figure