Confounding is a Pervasive Problem in Real World Recommender Systems

Alexander Merkov, David Rohde, Alexandre Gilotte +1

Unobserved confounding arises when an unmeasured feature influences both the treatment and the outcome, leading to biased causal effect estimates. This issue undermines observation…