English

Continuous-time filtering in Lie groups: estimation via the Fr{\'e}chet mean of solutions to stochastic differential equations

Probability 2025-04-21 v1 Signal Processing Statistics Theory Statistics Theory

Abstract

We compute the Fr\'echet mean Et\mathscr{E}_t of the solution XtX_{t} to a continuous-time stochastic differential equation in a Lie group. It provides an estimator with minimal variance of XtX_{t}. We use it in the context of Kalman filtering and more precisely to infer rotation matrices. In this paper, we focus on the prediction step between two consecutive observations. Compared to state-of-the-art approaches, our assumptions on the model are minimal.

Keywords

Cite

@article{arxiv.2504.13502,
  title  = {Continuous-time filtering in Lie groups: estimation via the Fr{\'e}chet mean of solutions to stochastic differential equations},
  author = {Magalie Bénéfice and Marc Arnaudon and Audrey Giremus},
  journal= {arXiv preprint arXiv:2504.13502},
  year   = {2025}
}