The identification of diffusions from imperfect observations
Abstract
This paper studies the identification of an -valued diffusion when a running function of it, say , is observed. A point-wise observation of the process (in other words, observing in isolation) cannot identify unless the is injective. However observing on a small interval can be enough to determine exactly. The paper contain results that expand on this idea; in particular, a property of `fine total asymmetry' of twice continuously differentiable is introduced that depends on the fine topology of potential theory and that is both necessary and sufficient for to be adapted to a natural right-continuous filtration generated by the observations. This particular filtration, though augmented with null sets, does not depend on the distribution of . For real-analytic the property reduces to simple asymmetry; that is, there is no nontrivial affine isometry on such that . A second result concerns the case where is given and is merely Borel; then is adapted to an augmented filtration generated by the observation process if is `locally invertible' on a subset of dense in the fine topology on .
Keywords
Cite
@article{arxiv.2410.17737,
title = {The identification of diffusions from imperfect observations},
author = {Dan Crisan and Martin Clark},
journal= {arXiv preprint arXiv:2410.17737},
year = {2024}
}