no code implementations • 5 Jun 2023 • Anish Dhir, Samuel Power, Mark van der Wilk
Identifying causal direction then becomes a Bayesian model selection problem.
no code implementations • 29 May 2022 • Alexis Bellot, Anish Dhir, Giulia Prando
We investigate the task of estimating the conditional average causal effect of treatment-dosage pairs from a combination of observational data and assumptions on the causal relationships in the underlying system.
no code implementations • 24 Oct 2019 • Anish Dhir, Ciarán M. Lee
Previous approaches to overcoming this shortcoming devised algorithms that returned all joint causal structures consistent with the conditional independence information contained in each individual dataset.