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CRAN: Package PIE

PIE: A Partially Interpretable Model with Black-Box Refinement

Implements a novel predictive model, Partially Interpretable Estimators (PIE), which jointly trains an interpretable model and a black-box model to achieve high predictive performance as well as partial model. See the paper, Wang, Yang, Li, and Wang (2021) <doi:10.48550/arXiv.2105.02410>.

Version: 1.0.0 Depends: R (≥ 3.5.0), gglasso, xgboost Imports: splines, stats Suggests: knitr, rmarkdown Published: 2025-01-27 DOI: 10.32614/CRAN.package.PIE Author: Tong Wang [aut], Jingyi Yang [aut, cre], Yunyi Li [aut], Boxiang Wang [aut] Maintainer: Jingyi Yang <jy4057 at stern.nyu.edu> License: GPL-2 NeedsCompilation: no Citation: PIE citation info CRAN checks: PIE results Documentation: Reference manual: PIE.pdf Vignettes: Introduction to PIE – A Partially Interpretable Model with Black-box Refinement (source)
Downloads: Package source: PIE_1.0.0.tar.gz Windows binaries: r-devel: PIE_1.0.0.zip, r-release: PIE_1.0.0.zip, r-oldrel: PIE_1.0.0.zip macOS binaries: r-release (arm64): PIE_1.0.0.tgz, r-oldrel (arm64): PIE_1.0.0.tgz, r-release (x86_64): PIE_1.0.0.tgz, r-oldrel (x86_64): PIE_1.0.0.tgz Linking:

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