William Yan

Regret Analysis of Bandit Problems with Causal Background Knowledge

We study how to learn optimal interventions sequentially given causal information represented as a causal graph along with associated conditional distributions. Causal modeling is useful in real world problems like online advertisement where complex causal mechanisms underlie the relationship betwee…