11.2 - Causal Discovery from Interventions in Two-Variable Setting

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Brady Neal - Causal Inference

Brady Neal - Causal Inference

Күн бұрын

Пікірлер: 2
@blueonification
@blueonification 4 жыл бұрын
Thanks for these videos on intervenional cd! I have actually waited for them and as expected, they are pure gold. May I ask, why you investigate only the two unidirected causal relations and causal independence, but not the bidirected causal relation (A⇔B)?
@BradyNealCausalInference
@BradyNealCausalInference 4 жыл бұрын
I'm glad you share my enthusiasm! I was also particularly looking forward to this week. I'm actually not aware of literature on the bidirected causal relation (not saying there isn't any). In fact, I don't have intuition for how they can be the case. The common class of examples I can think of on this (where A causes B *and* B causes A) is where the dimension of time is collapsed. In other words, A causes B at some point in time and B causes A at some point in time. And the way I commonly hear this resolved is "unravel the time dimension," which might give you a graph like A_0 -> B_0 -> A_1 -> B_1 -> A_2 -> B_2 -> ...
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