causaleffect: Deriving Expressions of Joint Interventional Distributions and Transport Formulas in Causal Models (original) (raw)
Functions for identification and transportation of causal effects. Provides a conditional causal effect identification algorithm (IDC) by Shpitser, I. and Pearl, J. (2006) <http://ftp.cs.ucla.edu/pub/stat_ser/r329-uai.pdf>, an algorithm for transportability from multiple domains with limited experiments by Bareinboim, E. and Pearl, J. (2014) <http://ftp.cs.ucla.edu/pub/stat_ser/r443.pdf>, and a selection bias recovery algorithm by Bareinboim, E. and Tian, J. (2015) <http://ftp.cs.ucla.edu/pub/stat_ser/r445.pdf>. All of the previously mentioned algorithms are based on a causal effect identification algorithm by Tian , J. (2002) <http://ftp.cs.ucla.edu/pub/stat_ser/r309.pdf>.
Version: | 1.3.15 |
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Imports: | igraph |
Suggests: | R.rsp, XML |
Published: | 2022-07-14 |
DOI: | 10.32614/CRAN.package.causaleffect |
Author: | Santtu Tikka [aut, cre] |
Maintainer: | Santtu Tikka |
License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
URL: | https://github.com/santikka/causaleffect/ |
NeedsCompilation: | no |
Citation: | causaleffect citation info |
Materials: | |
In views: | CausalInference |
CRAN checks: | causaleffect results |
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