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A Uniformly Consistent Estimator of Causal Effects under the $k$-Triangle-Faithfulness Assumption
2014
Statistical Science
Spirtes, Glymour and Scheines [Causation, Prediction, and Search (1993) Springer] described a pointwise consistent estimator of the Markov equivalence class of any causal structure that can be represented by a directed acyclic graph for any parametric family with a uniformly consistent test of conditional independence, under the Causal Markov and Causal Faithfulness assumptions. Robins et al. [Biometrika 90 (2003) 491-515], however, proved that there are no uniformly consistent estimators of
doi:10.1214/13-sts429
fatcat:yz5mc74smrgnffo22lfpzizy3m