68 citations · 287 across the 26 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…
math.ST2013★ 43 cited
Markovian acyclic directed mixed graphs for discrete data
Robin J. Evans, Thomas S. Richardson
Acyclic directed mixed graphs (ADMGs) are graphs that contain directed () and bidirected () edges, subject to the constraint that there are no cycles…