A Potential Outcomes Calculus for Identifying Conditional Path-Specific Effects
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[1] Judea Pearl,et al. Identification of Conditional Interventional Distributions , 2006, UAI.
[2] Uwe Siebert,et al. Effects of multiple interventions , 2004 .
[3] Ilya Shpitser,et al. Estimation of Personalized Effects Associated With Causal Pathways , 2018, UAI.
[4] Ilya Shpitser,et al. Counterfactual Graphical Models for Longitudinal Mediation Analysis With Unobserved Confounding , 2012, Cogn. Sci..
[5] Ilya Shpitser,et al. Identification of Personalized Effects Associated With Causal Pathways , 2018, UAI.
[6] James M. Robins,et al. Nested Markov Properties for Acyclic Directed Mixed Graphs , 2012, UAI.
[7] T. Richardson. Markov Properties for Acyclic Directed Mixed Graphs , 2003 .
[8] Marco Valtorta,et al. Pearl's Calculus of Intervention Is Complete , 2006, UAI.
[9] I. Shpitser,et al. CAUSAL INFERENCE WITH A GRAPHICAL HIERARCHY OF INTERVENTIONS. , 2014, Annals of statistics.
[10] Ilya Shpitser,et al. Fair Inference on Outcomes , 2017, AAAI.
[11] Judea Pearl,et al. A Probabilistic Calculus of Actions , 1994, UAI.
[12] Ilya Shpitser,et al. Learning Optimal Fair Policies , 2018, ICML.
[13] Lu Zhang,et al. A Causal Framework for Discovering and Removing Direct and Indirect Discrimination , 2016, IJCAI.
[14] T. Richardson. Single World Intervention Graphs ( SWIGs ) : A Unification of the Counterfactual and Graphical Approaches to Causality , 2013 .
[15] J. Pearl. Causal diagrams for empirical research , 1995 .
[16] Judea Pearl,et al. Probabilistic reasoning in intelligent systems , 1988 .
[17] Judea Pearl,et al. Identification of Joint Interventional Distributions in Recursive Semi-Markovian Causal Models , 2006, AAAI.
[18] J. Robins. A new approach to causal inference in mortality studies with a sustained exposure period—application to control of the healthy worker survivor effect , 1986 .
[19] J. Pearl. Causality: Models, Reasoning and Inference , 2000 .
[20] J. Robins,et al. Alternative Graphical Causal Models and the Identification of Direct E!ects , 2010 .