Search Results for author: Ciaran M. Gilligan-Lee

Found 2 papers, 0 papers with code

Non-parametric identifiability and sensitivity analysis of synthetic control models

no code implementations18 Jan 2023 Jakob Zeitler, Athanasios Vlontzos, Ciaran M. Gilligan-Lee

While identifiability of the causal estimand in such models has been obtained from a range of assumptions, it is widely and implicitly assumed that the underlying assumptions are satisfied for all time periods both pre- and post-intervention.

Causal Inference

Estimating Categorical Counterfactuals via Deep Twin Networks

no code implementations4 Sep 2021 Athanasios Vlontzos, Bernhard Kainz, Ciaran M. Gilligan-Lee

To learn causal mechanisms satisfying these constraints, and perform counterfactual inference with them, we introduce deep twin networks.

counterfactual Counterfactual Inference +2

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