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Network Causal Effect Estimation In Graphical Models Of Contagion And Latent Confounding

Network Causal Effect Estimation In Graphical Models Of Contagion And Latent Confounding

A key question in many network studies is whether the observed correlations between units are primarily due to contagion or latent confounding. Here, we study this question using a segregated graph (Shpitser, 2015) representation of these mechanisms, and examine how uncertainty about the true underlying mechanism impacts downstream computation of …