313 citations · 1.6k across the 58 of their papers we have counts for
Showing 2013Show all
3 papers · 1 filter
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…
cs.AI2013★ 138 cited
Probabilistic Evaluation of Sequential Plans from Causal Models with Hidden Variables
Judea Pearl, James M. Robins
The paper concerns the probabilistic evaluation of plans in the presence of unmeasured variables, each plan consisting of several concurrent or sequential actions. We establish a g…
stat.ME2013★ 60 cited
Estimation of Effects of Sequential Treatments by Reparameterizing Directed Acyclic Graphs
James M. Robins, Larry A. Wasserman
The standard way to parameterize the distributions represented by a directed acyclic graph is to insert a parametric family for the conditional distribution of each random variable…