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Users can declare causal models over binary nodes, update beliefs about causal types given data, and calculate arbitrary queries. Updating is implemented in 'stan'. See Humphreys and Jacobs, 2023, Integrated Inferences (<doi:10.1017/9781316718636>) and Pearl, 2009 Causality (<doi:10.1017/CBO9780511803161>).
Version: | 1.3.1 |
Depends: | methods, R (≥ 3.5.0) |
Imports: | dplyr, dirmult (≥ 0.1.3-4), stats (≥ 4.1.1), rlang (≥ 0.2.0), rstan (≥ 2.26.0), rstantools (≥ 2.0.0), stringr (≥ 1.4.0), latex2exp (≥ 0.9.4), knitr (≥ 1.45), ggplot2 (≥ 3.3.5), lifecycle (≥ 1.0.1), ggraph (≥ 2.2.0), Rcpp (≥ 0.12.0) |
LinkingTo: | Rcpp (≥ 0.12.0), BH (≥ 1.66.0), RcppArmadillo, RcppEigen (≥ 0.3.3.3.0), rstan (≥ 2.26.0), StanHeaders (≥ 2.26.0) |
Suggests: | testthat, rmarkdown, DeclareDesign, fabricatr, estimatr, bayesplot, covr, curl |
Published: | 2024-12-17 |
DOI: | 10.32614/CRAN.package.CausalQueries |
Author: | Clara Bicalho [ctb], Jasper Cooper [ctb], Macartan Humphreys [aut], Till Tietz [aut, cre], Alan Jacobs [aut], Merlin Heidemanns [ctb], Lily Medina [aut], Julio Solis [ctb], Georgiy Syunyaev [aut] |
Maintainer: | Till Tietz <ttietz2014 at gmail.com> |
BugReports: | https://github.com/integrated-inferences/CausalQueries/issues |
License: | MIT + file LICENSE |
URL: | https://integrated-inferences.github.io/CausalQueries/ |
NeedsCompilation: | yes |
SystemRequirements: | GNU make |
Materials: | README NEWS |
In views: | CausalInference |
CRAN checks: | CausalQueries results |
Reference manual: | CausalQueries.pdf |
Vignettes: |
Getting Started (source) Plotting models (source) Canonical causal models (source) Through the front door (source) Inspecting posteriors (source) |
Package source: | CausalQueries_1.3.1.tar.gz |
Windows binaries: | r-devel: CausalQueries_1.3.1.zip, r-release: CausalQueries_1.3.1.zip, r-oldrel: CausalQueries_1.3.1.zip |
macOS binaries: | r-release (arm64): CausalQueries_1.3.1.tgz, r-oldrel (arm64): CausalQueries_1.3.1.tgz, r-release (x86_64): CausalQueries_1.3.1.tgz, r-oldrel (x86_64): CausalQueries_1.3.1.tgz |
Old sources: | CausalQueries archive |
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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.