CausalQueries: Make, Update, and Query Binary Causal Models
Users can declare binary causal models, update beliefs about causal types given data and calculate arbitrary estimands. Model definition makes use of 'dagitty' functionality. Updating is implemented in 'stan'. The approach used in 'CausalQueries' is a generalization of the 'biqq' models described in "Mixing Methods: A Bayesian Approach" (Humphreys and Jacobs, 2015, <doi:10.1017/S0003055415000453>). The conceptual extension makes use of work on probabilistic causal models described in Pearl's Causality (Pearl, 2009, <doi:10.1017/CBO9780511803161>).
| Version: | 1.1.1 |
| Depends: | dplyr, methods, R (≥ 3.4.0), Rcpp (≥ 0.12.0) |
| Imports: | dagitty (≥ 0.3-1), 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), ggdag (≥ 0.2.4), latex2exp (≥ 0.9.4), knitr (≥ 1.45), ggplot2 (≥ 3.3.5), lifecycle (≥ 1.0.1) |
| LinkingTo: | BH (≥ 1.66.0), Rcpp (≥ 0.12.0), RcppArmadillo, RcppEigen (≥ 0.3.3.3.0), rstan (≥ 2.26.0), StanHeaders (≥ 2.26.0) |
| Suggests: | testthat, rmarkdown, DeclareDesign, fabricatr, bayesplot, covr |
| Published: | 2024-04-26 |
| 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 |
| NeedsCompilation: | yes |
| SystemRequirements: | GNU make |
| Materials: | README NEWS |
| In views: | CausalInference |
| CRAN checks: | CausalQueries results |
Documentation:
| Reference manual: | CausalQueries.pdf |
| Vignettes: |
Through the front door Getting Started Inspecting posteriors |
Downloads:
| Package source: | CausalQueries_1.1.1.tar.gz |
| Windows binaries: | r-devel: CausalQueries_1.1.1.zip, r-release: CausalQueries_1.1.1.zip, r-oldrel: CausalQueries_1.1.1.zip |
| macOS binaries: | r-release (arm64): CausalQueries_1.1.1.tgz, r-oldrel (arm64): CausalQueries_1.1.1.tgz, r-release (x86_64): CausalQueries_1.1.1.tgz, r-oldrel (x86_64): CausalQueries_1.1.1.tgz |
| Old sources: | CausalQueries archive |
Linking:
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