From Deterministic ODEs to Dynamic Structural Causal Models
Abstract
Structural Causal Models are widely used in causal modelling, but how they relate to other modelling tools is poorly understood. In this paper we provide a novel perspective on the relationship between Ordinary Differential Equations and Structural Causal Models. We show how, under certain conditions, the asymptotic behaviour of an Ordinary Differential Equation under non-constant interventions can be modelled using Dynamic Structural Causal Models. In contrast to earlier work, we study not only the effect of interventions on equilibrium states; rather, we model asymptotic behaviour that is dynamic under interventions that vary in time, and include as a special case the study of static equilibria.
Cite
@article{arxiv.1608.08028,
title = {From Deterministic ODEs to Dynamic Structural Causal Models},
author = {Paul K. Rubenstein and Stephan Bongers and Bernhard Schoelkopf and Joris M. Mooij},
journal= {arXiv preprint arXiv:1608.08028},
year = {2022}
}
Comments
Accepted for publication in Conference on Uncertainy in Artificial Intelligence