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DESCRIPTION
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DESCRIPTION
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Package: dosearch
Title: Causal Effect Identification from Multiple Incomplete Data Sources
Version: 1.0.11
Authors@R: c(
person(given = "Santtu",
family = "Tikka",
role = c("aut", "cre"),
email = "[email protected]",
comment = c(ORCID = "0000-0003-4039-4342")),
person(given = "Antti",
family = "Hyttinen",
role = "ctb",
comment = c(ORCID = "0000-0002-6649-3229")),
person(given = "Juha",
family = "Karvanen",
role = "ctb",
comment = c(ORCID = "0000-0001-5530-769X")))
Description: 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>.
License: GPL (>= 3)
Depends: R (>= 4.0)
Suggests:
covr,
dagitty,
DiagrammeR,
DOT,
igraph,
knitr,
mockr,
rmarkdown,
testthat (>= 3.0.0)
Imports: Rcpp
LinkingTo: Rcpp
VignetteBuilder:
knitr
BugReports: https://github.com/santikka/dosearch/issues
URL: https://github.com/santikka/dosearch
Encoding: UTF-8
NeedsCompilation: yes
Roxygen: list(markdown = TRUE,
roclets = c("namespace", "rd", "srr::srr_stats_roclet"))
RoxygenNote: 7.3.2
Config/testthat/edition: 3
LazyData: true