Causal inference in the continuous limit


Causality on continuous index spaces, and, which turns out to be related, equilibrium dynamics. Placeholder.

References

Blom, Tineke, Stephan Bongers, and Joris M. Mooij. 2020. “Beyond Structural Causal Models: Causal Constraints Models.” In Uncertainty in Artificial Intelligence, 585–94. PMLR. http://proceedings.mlr.press/v115/blom20a.html.
Bongers, Stephan, and Joris M. Mooij. 2018. “From Random Differential Equations to Structural Causal Models: The Stochastic Case.” March 27, 2018. http://arxiv.org/abs/1803.08784.
Hansen, Niels, and Alexander Sokol. 2014. “Causal Interpretation of Stochastic Differential Equations.” Electronic Journal of Probability 19. https://doi.org/10.1214/EJP.v19-2891.
Mogensen, Søren Wengel, Daniel Malinsky, and Niels Richard Hansen. 2018. “Causal Learning for Partially Observed Stochastic Dynamical Systems.” In Uai2018, 17. http://auai.org/uai2018/proceedings/papers/142.pdf.
Rubenstein, Paul K., Stephan Bongers, Bernhard Schölkopf, and Joris M. Mooij. 2018. “From Deterministic ODEs to Dynamic Structural Causal Models.” In Uncertainty in Artificial Intelligence. http://arxiv.org/abs/1608.08028.