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 of the solution to a continuous-time stochastic differential equation in a Lie group. It provides an estimator with minimal variance of . 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}
}