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Implements the Savvy Parity Regression 'savvyPR' methodology for multivariate linear regression analysis. The package solves an optimization problem that balances the contribution of each predictor variable to ensure estimation stability in the presence of multicollinearity. It supports two distinct parameterization methods, a Budget-based approach that allocates a fixed loss contribution to each predictor, and a Target-based approach (t-tuning) that utilizes a relative elasticity weight for the response variable. The package provides comprehensive tools for model estimation, risk distribution analysis, and parameter tuning via cross-validation (PR1, PR2, and PR3 model types) to optimize predictive accuracy. Methods are based on Asimit, Chen, Ichim and Millossovich (2026) <https://openaccess.city.ac.uk/id/eprint/35005/>.
| Version: | 0.1.0 |
| Depends: | R (≥ 3.6.0) |
| Imports: | glmnet, Matrix, stats, nleqslv, ggplot2, gridExtra |
| Suggests: | MASS, knitr, rmarkdown, testthat (≥ 3.0.0), covr |
| Published: | 2026-03-17 |
| DOI: | 10.32614/CRAN.package.savvyPR |
| Author: | Ziwei Chen |
| Maintainer: | Ziwei Chen <Ziwei.Chen.3 at citystgeorges.ac.uk> |
| BugReports: | https://github.com/ziwei-chenchen/savvyPR/issues |
| License: | GPL (≥ 3) |
| URL: | https://ziwei-chenchen.github.io/savvyPR/ |
| NeedsCompilation: | no |
| Materials: | README |
| CRAN checks: | savvyPR results |
| Reference manual: | savvyPR.html , savvyPR.pdf |
| Vignettes: |
Savvy Parity Regression Model Estimation with 'savvyPR' (source, R code) |
| Package source: | savvyPR_0.1.0.tar.gz |
| Windows binaries: | r-devel: savvyPR_0.1.0.zip, r-release: savvyPR_0.1.0.zip, r-oldrel: savvyPR_0.1.0.zip |
| macOS binaries: | r-release (arm64): savvyPR_0.1.0.tgz, r-oldrel (arm64): savvyPR_0.1.0.tgz, r-release (x86_64): savvyPR_0.1.0.tgz, r-oldrel (x86_64): savvyPR_0.1.0.tgz |
Please use the canonical form https://CRAN.R-project.org/package=savvyPR to link to this page.
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.