Methods for computational causal discovery in biomedicine

Author:

Ma Sisi,Statnikov Alexander

Funder

U.S. National Library of Medicine

Publisher

Springer Science and Business Media LLC

Subject

Applied Mathematics,Clinical Psychology,Experimental and Cognitive Psychology,Analysis

Reference111 articles.

1. Alekseyenko AV, Lytkin NI, Ai J, Ding B, Padyukov L, Aliferis CF, Statnikov A (2011) Causal graph-based analysis of genome-wide association data in rheumatoid arthritis. Biol Direct 6(1):1

2. Aliferis CF, Statnikov A, Tsamardinos I, Mani S, Koutsoukos XD (2010) Local causal and markov blanket induction for causal discovery and feature selection for classification part i: Algorithms and empirical evaluation. J Mach Learn Res 11:171–234

3. Aliferis CF, Statnikov A, Tsamardinos I, Mani S, Koutsoukos XD (2010) Local causal and markov blanket induction for causal discovery and feature selection for classification part ii: Analysis and extensions. J Mach Learn Res 11:235–284

4. Aliferis CF, Tsamardinos I, Statnikov A v Hiton: a novel markov blanket algorithm for optimal variable selection. In: AMIA Annual Symposium Proceedings. Am Med Inform Assoc 2003:21

5. Angrist JD, Kuersteiner GM (2011) Causal effects of monetary shocks: Semiparametric conditional independence tests with a multinomial propensity score. Rev Econ Stat 93(3):725–747

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