73 citations · 216 across the 15 of their papers we have counts for
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stat.ME2012★ 1 cited
Generating Markov Equivalent Maximal Ancestral Graphs by Single Edge Replacement
Jin Tian
Maximal ancestral graphs (MAGs) are used to encode conditional independence relations in DAG models with hidden variables. Different MAGs may represent the same set of conditional…
stat.ME2012★ 4 cited
A Criterion for Parameter Identification in Structural Equation Models
Jin Tian
This paper deals with the problem of identifying direct causal effects in recursive linear structural equation models. The paper establishes a sufficient criterion for identifying…