A Review of Some Recent Advances in Causal Inference 407
60. P. Spirtes, C. Glymour, and R. Scheines. Causation, Prediction, and Search, 2nd edition.
MIT Press, Cambridge, MA, 2000.
61. P. Spirtes, C. Meek, and T.S. Richardson. Causal inference in the presence of latent
variables and selection bias. In Proceedings of the 11th Conference on Uncertainty in
Artificial Intelligence (UAI-95), pp. 499–506. Morgan Kaufmann, San Francisco, CA,
1995.
62. D.J. Stekhoven, L. Hennig, G. Sveinbj¨ornsson, I. Moraes, M.H. Maathuis, and
P. B¨uhlmann. Causal stability ranking. Bioinformatics 28:2819–2823, 2012.
63. R.E. Tillman, D. Danks, and C. Glymour. Integrating locally learned causal structures
with overlapping variables. Adv. Neural Inf. Process. Syst. 21:1665–1672, 2008.
64. S. Triantafilou, I. Tsamardinos, and I.G. Tollis. Learning causal structure from
overlapping variable sets. In Proceedings of the 13th International Conference on
Artificial Intelligence and Statistics (AISTATS 2010). J. Mach. Learn. Res. W&CP,
9:860–867, 2010.
65. I. Tsamardinos, C.F. Aliferis, and A. Statnikov. Algorithms for large scale Markov
blanket discovery. In Proceedings of the 16th International Florida Artificial Intelligence
Research Society Conference (FLAIRS 2003), pp. 376–380. AAAI Press, Menlo Park,
CA, 2003.
66. I. Tsamardinos, L.E. Brown, and C.F. Aliferis. The max-min hill-climbing Bayesian
network structure learning algorithm. Mach. Learn. 65:31–78, 2006.
67. I. Tsamardinos, S. Triantafillou, and V. Lagani. Towards integrative causal analysis of
heterogeneous data sets and studies. J. Mach. Learn. Res. 13:1097–1157, 2012.
68. B. Van der Zander, M. Li´skiewicz, and J. Textor. Constructing separators and adjust-
ment sets in ancestral graphs. In Proceedings of the 13th Conference on Uncertainty in
Artificial Intelligence (UAI-14), pp. 907–916. AUAI Press, Corvallis, OR, 2014.
69. S. Wright. Correlation and causation. J. Agric. Res. 20:557–585, 1921.
70. J. Zhang. On the completeness of orientation rules for causal discovery in the presence
of latent confounders and selection bias. Artif. Intell. 172:1873–1896, 2008.
This page intentionally left blankThis page intentionally left blank
..................Content has been hidden....................
You can't read the all page of ebook, please click here login for view all page.