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dosearch: Causal Effect Identification from Multiple Incomplete Data Sources

Identification of causal effects from arbitrary observational and experimental probability distributions via do-calculus and standard probability manipulations using a search-based algorithm by Tikka, Hyttinen and Karvanen (2021) <doi:10.18637/jss.v099.i05>. Allows for the presence of mechanisms related to selection bias (Bareinboim and Tian, 2015) <doi:10.1609/aaai.v29i1.9679>, transportability (Bareinboim and Pearl, 2014) <http://ftp.cs.ucla.edu/pub/stat_ser/r443.pdf>, missing data (Mohan, Pearl, and Tian, 2013) <http://ftp.cs.ucla.edu/pub/stat_ser/r410.pdf>) and arbitrary combinations of these. Also supports identification in the presence of context-specific independence (CSI) relations through labeled directed acyclic graphs (LDAG). For details on CSIs see (Corander et al., 2019) <doi:10.1016/j.apal.2019.04.004>.

Version: 1.0.11
Depends: R (≥ 4.0)
Imports: Rcpp
LinkingTo: Rcpp
Suggests: covr, dagitty, DiagrammeR, DOT, igraph, knitr, mockr, rmarkdown, testthat (≥ 3.0.0)
Published: 2024-07-16
DOI: 10.32614/CRAN.package.dosearch
Author: Santtu Tikka ORCID iD [aut, cre], Antti Hyttinen ORCID iD [ctb], Juha Karvanen ORCID iD [ctb]
Maintainer: Santtu Tikka <santtuth at gmail.com>
BugReports: https://github.com/santikka/dosearch/issues
License: GPL (≥ 3)
URL: https://github.com/santikka/dosearch
NeedsCompilation: yes
Citation: dosearch citation info
Materials: NEWS
In views: CausalInference, MissingData
CRAN checks: dosearch results

Documentation:

Reference manual: dosearch.pdf
Vignettes: Identifying Causal Effects using dosearch

Downloads:

Package source: dosearch_1.0.11.tar.gz
Windows binaries: r-devel: dosearch_1.0.11.zip, r-release: dosearch_1.0.11.zip, r-oldrel: dosearch_1.0.11.zip
macOS binaries: r-release (arm64): dosearch_1.0.11.tgz, r-oldrel (arm64): dosearch_1.0.11.tgz, r-release (x86_64): dosearch_1.0.11.tgz, r-oldrel (x86_64): dosearch_1.0.11.tgz
Old sources: dosearch archive

Reverse dependencies:

Reverse imports: R6causal

Linking:

Please use the canonical form https://CRAN.R-project.org/package=dosearch to link to this page.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.