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Performs valid statistical inference on predicted data (IPD) using recent methods, where for a subset of the data, the outcomes have been predicted by an algorithm. Provides a wrapper function with specified defaults for the type of model and method to be used for estimation and inference. Further provides methods for tidying and summarizing results. Salerno et al., (2024) <doi:10.48550/arXiv.2410.09665>.
Version: | 0.1.2 |
Depends: | R (≥ 3.5.0) |
Imports: | caret, gam, generics, ranger, splines, stats, MASS, randomForest |
Suggests: | knitr, patchwork, rmarkdown, spelling, testthat (≥ 3.0.0), tidyverse |
Published: | 2024-10-24 |
DOI: | 10.32614/CRAN.package.ipd |
Author: | Stephen Salerno [aut, cre, cph], Jiacheng Miao [aut], Awan Afiaz [aut], Kentaro Hoffman [aut], Anna Neufeld [aut], Qiongshi Lu [aut], Tyler H McCormick [aut], Jeffrey T Leek [aut] |
Maintainer: | Stephen Salerno <ssalerno at fredhutch.org> |
BugReports: | https://github.com/ipd-tools/ipd/issues |
License: | MIT + file LICENSE |
URL: | https://github.com/ipd-tools/ipd |
NeedsCompilation: | no |
Language: | en-US |
Materials: | README |
CRAN checks: | ipd results |
Reference manual: | ipd.pdf |
Vignettes: |
Getting Started with the ipd Package (source, R code) |
Package source: | ipd_0.1.2.tar.gz |
Windows binaries: | r-devel: ipd_0.1.2.zip, r-release: ipd_0.1.2.zip, r-oldrel: ipd_0.1.2.zip |
macOS binaries: | r-release (arm64): ipd_0.1.2.tgz, r-oldrel (arm64): ipd_0.1.2.tgz, r-release (x86_64): ipd_0.1.2.tgz, r-oldrel (x86_64): ipd_0.1.2.tgz |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.