Causality, NLP, Machine Learning, Deep Dives, Thoughts And Theory.
that by conditioning on collider variables (one that is causally influenced by multiple variables) there is a risk of opening a backdoor path that would otherwise have been closed. For a simple introduction to the backdoor criterion (Pearl, 1993), I suggest this Medium post. After discussing the