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bpbounds: Nonparametric Bounds for the Average Causal Effect Due to Balkeand Pearl and Extensions

Implementation of the nonparametric bounds for the average causal effect under an instrumental variable model by Balke and Pearl (Bounds on Treatment Effects from Studies with Imperfect Compliance, JASA, 1997, 92, 439, 1171-1176, <doi:10.2307/2965583>). The package can calculate bounds for a binary outcome, a binary treatment/phenotype, and an instrument with either 2 or 3 categories. The package implements bounds for situations where these 3 variables are measured in the same dataset (trivariate data) or where the outcome and instrument are measured in one study and the treatment/phenotype and instrument are measured in another study (bivariate data).

Version:0.1.6
Depends:R (≥ 4.0.0)
Suggests:dplyr,knitr,rmarkdown,shiny,testthat,tidyr
Published:2024-06-13
DOI:10.32614/CRAN.package.bpbounds
Author:Tom PalmerORCID iD [aut, cre], Roland RamsahaiORCID iD [aut], Vanessa DidelezORCID iD [aut], Nuala SheehanORCID iD [aut]
Maintainer:Tom Palmer <remlapmot at hotmail.com>
BugReports:https://github.com/remlapmot/bpbounds/issues
License:GPL-3
URL:https://github.com/remlapmot/bpbounds,https://remlapmot.github.io/bpbounds/
NeedsCompilation:no
Citation:bpbounds citation info
Materials:README,NEWS
In views:CausalInference
CRAN checks:bpbounds results

Documentation:

Reference manual:bpbounds.html ,bpbounds.pdf
Vignettes:Nonparametric bounds for the average causal effect: bpbounds examples (source,R code)

Downloads:

Package source: bpbounds_0.1.6.tar.gz
Windows binaries: r-devel:bpbounds_0.1.6.zip, r-release:bpbounds_0.1.6.zip, r-oldrel:bpbounds_0.1.6.zip
macOS binaries: r-release (arm64):bpbounds_0.1.6.tgz, r-oldrel (arm64):bpbounds_0.1.6.tgz, r-release (x86_64):bpbounds_0.1.6.tgz, r-oldrel (x86_64):bpbounds_0.1.6.tgz
Old sources: bpbounds archive

Linking:

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