Publications: Causality and causal inference

· F. Pereyra, D. Heckerman, J. Carlson, C. Kadie, D. Soghoian, D. Karel, A. Goldenthal, O. Davis, C. DeZiel, T. Lin, J. Peng, A. Piechocka, M. Carrington, and B. Walker. HIV Control Is Mediated in Part by CD8+ T-Cell Targeting of Specific Epitopes. J. Virol 88 12937-12948, Aug 2014.

· R. Shachter and D. Heckerman.  Pearl Causality and the Value of Control.  In Heuristics, Probability and Causality: A Tribute to Judea Pearl, R. Dechter, H. Geffner, and J. Halpern eds.  2010.

· D. Heckerman, C. Meek, and G. Cooper A Bayesian Approach to Causal Discovery.  In C. Glymour and G. Cooper, editors, Computation, Causation, and Discovery, pages 141-165.  MIT Press, Cambridge, MA, 1999.  Also appears as Technical Report MSR-TR-97-05, Microsoft Research, February, 1997.

· D. Heckerman, R. Shachter. Decision-Theoretic Foundations for Causal Reasoning. Journal of Artificial Intelligence Research, 3:405-430, 1995.  Also appears a Technical Report MSR-TR-94-11, Microsoft Research, March, 1994 (revised December, 1995).

· D. Heckerman. A Bayesian approach to learning causal networks.  In Proceedings of Eleventh Conference on Uncertainty in Artificial Intelligence, Montreal, Quebec, pages 285-295. Morgan Kaufmann, August 1995.  Local copy.  Also appears as Technical Report MSR-TR-95-04, Microsoft Research, March, 1995.

· D. Heckerman and R. Shachter. A definition and graphical representation for causality.  In Proceedings of Eleventh Conference on Uncertainty in Artificial Intelligence, Montreal, Quebec, pages 262-273. Morgan Kaufmann, August 1995.  Local copy.

· D. Heckerman and R. Shachter.  A decision-based view of causality.  In Proceedings of Fifth Conference on Artificial Intelligence and Statistics, Ft. Lauderdale, FL. Society for Artificial Intelligence in Statistics, January 1995.

· D. Heckerman and R. Shachter.  A decision-based view of causality.  In Proceedings of Tenth Conference on Uncertainty in Artificial Intelligence, Seattle, WA, pages 302-310. Morgan Kaufmann, July 1994.  Local copy.