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Due to unmeasured confounding, it is often not possible to identify causal effects from a postulated model.
Counterfactual probabilities: Computational methods, bounds and applications
A. Balke and J. Pearl · 1994
Earlier work this paper cites.
Probabilistic Counterfactuals: Semantics, Computation, and Applications
A. Balke · 1995
Earlier work this paper cites.
On the testability of causal models with latent and instrumental variables
J. Pearl · 1995
Earlier work this paper cites.
A clinician’s apprentice for analyzing non-compliance
D. Chickering and J. Pearl · 1996
Earlier work this paper cites.
Causation, Prediction and Search
P. Spirtes, C. Glymour, and R. Scheines · 2000
Earlier work this paper cites.
On the testable implications of causal models with hidden variables
J. Tian and J. Pearl · 2002
Earlier work this paper cites.
Causal inference using influence diagrams: the problem of partial compliance
A.P. Dawid · 2003
Earlier work this paper cites.
Markov properties for acyclic directed mixed graphs
T. Richardson · 2003
Earlier work this paper cites.
Constructing free-energy approximations and generalized belief propagation algorithms
J. Yedidia, W. Freeman, and Y. Weiss · 2005
Earlier work this paper cites.
Binary models for marginal independence
M. Drton and T. Richardson · 2008
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Graphical models, exponential families, and variational inference
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Causality: Models, Reasoning and Inference, 2nd edition
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Cited alongside, same era.
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C. Varin, N. Reid, and D. Firth · 2011
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Graphical methods for inequality constraints in marginalized DAGs
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