294 citations · 1.2k across the 73 of their papers we have counts for
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cs.LG2013★ 8 cited
Sparse Nested Markov models with Log-linear Parameters
Ilya Shpitser, Robin J. Evans, Thomas S. Richardson +1
Hidden variables are ubiquitous in practical data analysis, and therefore modeling marginal densities and doing inference with the resulting models is an important problem in stati…
stat.ME2013★ 273 cited
On the definition of a confounder
Tyler J. VanderWeele, Ilya Shpitser
The causal inference literature has provided a clear formal definition of confounding expressed in terms of counterfactual independence. The literature has not, however, come to an…