Valentinian Mihai Lungu

Estimating Interventional Distributions with Uncertain Causal Graphs through Meta-Learning

In scientific domains---from biology to the social sciences---many questions boil down to \textit{What effect will we observe if we intervene on a particular variable?} If the causal relationships (e.g.~a causal graph) are known, its possible to estimate the intervention distributions. In the absenc…