https://github.com/remlapmot/bpbounds

R package implementing nonparametric bounds for the ACE due to Balke and Pearl, JASA, 1997
https://github.com/remlapmot/bpbounds

ace average-causal-effect bounds instrumental-variable iv mendelian mendelian-randomisation mendelian-randomization mendelianrandomisation mendelianrandomization mr nonparametric nonparametric-bounds pearl r shiny

Last synced: 2 months ago
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R package implementing nonparametric bounds for the ACE due to Balke and Pearl, JASA, 1997

• Host: GitHub
• URL: https://github.com/remlapmot/bpbounds
• Owner: remlapmot
• License: gpl-3.0
• Created: 2018-10-25T21:50:18.000Z (over 7 years ago)
• Default Branch: master
• Last Pushed: 2026-03-27T10:38:28.000Z (2 months ago)
• Last Synced: 2026-03-27T22:32:35.113Z (2 months ago)
• Topics: ace, average-causal-effect, bounds, instrumental-variable, iv, mendelian, mendelian-randomisation, mendelian-randomization, mendelianrandomisation, mendelianrandomization, mr, nonparametric, nonparametric-bounds, pearl, r, shiny
• Language: R
• Homepage: https://remlapmot.github.io/bpbounds/
• Size: 5.39 MB
• Stars: 0
• Watchers: 1
• Forks: 1
• Open Issues: 1
• Metadata Files:
  • Readme: README.md
  • Changelog: NEWS.md
  • License: LICENSE
  • Citation: CITATION.cff

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README

          
# bpbounds: Nonparametric bounds for the average causal effect for one-sample (bivariate) and two-sample (trivariate) data

[![R-CMD-check](https://github.com/remlapmot/bpbounds/actions/workflows/check-full.yaml/badge.svg)](https://github.com/remlapmot/bpbounds/actions/workflows/check-full.yaml)

[![Coverage status](https://codecov.io/gh/remlapmot/bpbounds/branch/master/graph/badge.svg)](https://app.codecov.io/github/remlapmot/bpbounds?branch=master)

[![CRAN status](https://www.r-pkg.org/badges/version/bpbounds)](https://cran.r-project.org/package=bpbounds)

[![RStudio_CRAN_mirror_downloads_badge](https://cranlogs.r-pkg.org/badges/grand-total/bpbounds?color=blue)](https://CRAN.R-project.org/package=bpbounds)

[![r-universe](https://remlapmot.r-universe.dev/badges/bpbounds)](https://remlapmot.r-universe.dev/bpbounds)

R package implementing the nonparametric bounds for the average causal effect of [Balke and Pearl (1997)](https://doi.org/10.1080/01621459.1997.10474074).

## Installation

Install the released version of **bpbounds** from CRAN:

``` r

install.packages("bpbounds")

```

or from the MRCIEU R-universe

```r

install.packages("bpbounds", repos = c("https://mrcieu.r-universe.dev", "https://cloud.r-project.org"))

```

Or install the development version from my r-universe

```r

install.packages("bpbounds", repos = c("https://remlapmot.r-universe.dev", "https://cloud.r-project.org"))

```

Or install the development version from GitHub with:

``` r

# install.packages("remotes") 

remotes::install_github("remlapmot/bpbounds")

```

## Shiny App

There is a Shiny app demonstrating the package at: .

## Package website

The helpfiles and vignette are shown on the package website at: .

## Authors

Tom Palmer (maintainer, tom.palmer@bristol.ac.uk), Roland Ramsahai, Vanessa Didelez, Nuala Sheehan.

## References

Balke A, Pearl J. Bounds on Treatment Effects from studies with imperfect compliance. Journal of the American Statistical Association, 1997, 92, 439, 1171-1176, doi: [10.1080/01621459.1997.10474074](https://doi.org/10.1080/01621459.1997.10474074).