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Concept
Explaining X<-U->Z->M->Y
U is the confounder here since there is a path to both X and Y (via mediators Z and M) from U. However, the hollow circle shows us that U cannot be controlled for. If we control Z however, we break the path from U to Y via Z and M. Thus U is no longer a confounder and we can break the back door path. Z is thus a good control.
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Updated 2020-04-25
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Data Science