Package: bpbounds 0.1.7

Tom Palmer

bpbounds: Nonparametric Bounds for the Average Causal Effect Due to Balke and 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:10.1080/01621459.1997.10474074>). 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).

Authors:Tom Palmer [aut, cre], Roland Ramsahai [aut], Vanessa Didelez [aut], Nuala Sheehan [aut]

bpbounds_0.1.7.tar.gz
bpbounds_0.1.7.zip(r-4.7)bpbounds_0.1.7.zip(r-4.6)bpbounds_0.1.7.zip(r-4.5)
bpbounds_0.1.7.tgz(r-4.6-any)bpbounds_0.1.7.tgz(r-4.5-any)
bpbounds_0.1.7.tar.gz(r-4.7-any)bpbounds_0.1.7.tar.gz(r-4.6-any)
bpbounds_0.1.7.tgz(r-4.6-emscripten)
manual.pdf |manual.html
card.svg |card.png
bpbounds/json (API)
NEWS

# Install 'bpbounds' in R:
install.packages('bpbounds', repos = c('https://mrcieu.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/remlapmot/bpbounds/issues

Pkgdown/docs site:https://remlapmot.github.io

On CRAN:

Conda:

aceaverage-causal-effectboundsinstrumental-variableivmendelianmendelian-randomisationmendelian-randomizationmendelianrandomisationmendelianrandomizationmrnonparametricnonparametric-boundspearlshiny

4.85 score 13 scripts 697 downloads 1 mentions 2 exports 0 dependencies

Last updated from:9ef64986c4. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64OK171
source / vignettesOK177
linux-release-x86_64OK168
macos-release-arm64OK79
macos-oldrel-arm64OK95
windows-develOK135
windows-releaseOK88
windows-oldrelOK73
wasm-releaseOK97

Exports:bpboundsrunExample

Dependencies:

Nonparametric bounds for the average causal effect: bpbounds examples

Rendered frombpbounds.Rmdusingknitr::rmarkdownon May 24 2026.

Last update: 2026-05-24
Started: 2018-10-25