Package: CausalModels 0.2.1

Joshua Anderson
CausalModels: Causal Inference Modeling for Estimation of Causal Effects
Provides an array of statistical models common in causal inference such as standardization, IP weighting, propensity matching, outcome regression, and doubly-robust estimators. Estimates of the average treatment effects from each model are given with the standard error and a 95% Wald confidence interval (Hernan, Robins (2020) <https://miguelhernan.org/whatifbook/>).
Authors:
CausalModels_0.2.1.tar.gz
CausalModels_0.2.1.zip(r-4.7-any)CausalModels_0.2.1.zip(r-4.6-any)CausalModels_0.2.1.zip(r-4.5-any)
CausalModels_0.2.1.tgz(r-4.6-any)CausalModels_0.2.1.tgz(r-4.5-any)
CausalModels_0.2.1.tar.gz(r-4.7-any)CausalModels_0.2.1.tar.gz(r-4.6-any)
CausalModels_0.2.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
CausalModels/json (API)
| # Install 'CausalModels' in R: |
| install.packages('CausalModels', repos = c('https://ander428.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/ander428/causalmodels/issues
Last updated from:4a81259939. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel | OK | 169 | ||
| source / vignettes | OK | 142 | ||
| linux-release | OK | 178 | ||
| macos-release | OK | 217 | ||
| macos-oldrel | OK | 235 | ||
| windows-devel | OK | 108 | ||
| windows-release | OK | 96 | ||
| windows-oldrel | OK | 70 | ||
| wasm-release | OK | 81 |
Exports:doubly_robustgestimationinit_paramsipweightingiv_estoutcome_regressionpropensity_matchingpropensity_scoresstandardization
Dependencies:backportsbootbroomcausaldataclicodetoolscpp11dplyrgeepackgenericsgluelatticelifecyclemagrittrMASSMatrixmultcompmvtnormpillarpkgconfigpurrrR6rlangsandwichstringistringrsurvivalTH.datatibbletidyrtidyselectutf8vctrswithrzoo
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Doubly Robust Model | doubly_robust |
| One Parameter G-Estimation of Structural Nested Mean Models | gestimation |
| Initialize CausalModels Package | init_params |
| Parametric IP Weighting | ipweighting |
| Standard Instrumental Variable Estimator | iv_est |
| Outcome Regression | outcome_regression |
| Propensity Matching | propensity_matching |
| Propensity Scores | propensity_scores |
| Parametric Standardization | standardization |
