294 citations · 1.2k across the 73 of their papers we have counts for
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stat.AP2014
Quantifying an Adherence Path-Specific Effect of Antiretroviral Therapy in the Nigeria PEPFAR Program
Caleb Miles, Ilya Shpitser, Phyllis Kanki +2
Since the early 2000s, evidence has accumulated for a significant differential effect of first-line antiretroviral therapy (ART) regimens on human immunodeficiency virus (HIV) vira…
stat.ME2014
Causal Inference with a Graphical Hierarchy of Interventions
Ilya Shpitser, Eric Tchetgen Tchetgen
Identifying causal parameters from observational data is fraught with subtleties due to the issues of selection bias and confounding. In addition, more complex questions of interes…
stat.ME2014★ 1 cited
Causal Graphs: Addressing the Confounding Problem Without Instruments or Ignorability
Ilya Shpitser
Discussion of "Instrumental Variables: An Econometrician's Perspective" by Guido W. Imbens [arXiv:1410.0163].