Identifiability of path-specific effects

IJCAI International Joint Conference on Artificial Intelligence

Volumn , Issue , 2005, Pages 357-363

  Avin, Chen ^a   Shpitser, Ilya ^a   Pearl, Judea ^a  

^a University of California   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

CAUSAL PATHS; CONTROLLED EXPERIMENT; IDENTIFIABILITY; PARENT NODE;

ARTIFICIAL INTELLIGENCE;

EID: 84880739159     PISSN: 10450823     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (10)

1. Alexander Balke and Judea Pearl. Counterfactual probabilities: Computational methods, bounds and applications. In Proceedings of UAI-94, pages 46-54, 1994.
2. David Galles and Judea Pearl. Testing identifiability of causal effects. In Proceedings of UAI-95, pages 185-195, 1995.
3. David Galles and Judea Pearl. An axiomatic characterization of causal counterfactuals. Foundation of Science, 3:151-182, 1998.
4. Joseph Y. Halpern. An analysis of first-order logics of probability. Artificial Intelligence, 46(3):311-350, 1990.
5. Joseph Halpern. Axiomatizing causal reasoning. Journal of A.I. Research, pages 317-337, 2000.
6. Judea Pearl. Causality: models, reasoning, and inference. Cambridge University Press, 2000.
7. Judea Pearl. Direct and indirect effects. In Proceedings of UAI-01, pages 411-420, 2001.
8. James M. Robins and Sander Greenland. Identifiability and exchangeability of direct and indirect effects. Epidemiology, 3:143-155, 1992.
9. James M. Robins. Causal inference from complex longitudinal data. In Latent Variable Modeling and Applications to Causality, volume 120, pages 69-117, 1997.
10. D. B. Rubin. Estimating causal effects of treatments in randomized and non-randomized studies. Journal of Educational Psychology, 66:688-701, 1974.