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Efficient algorithm for solving PU (Positive and Unlabeled) problem in low or high dimensional setting with lasso or group lasso penalty. The algorithm uses Maximization-Minorization and (block) coordinate descent. Sparse calculation and parallel computing are supported for the computational speed-up. See Hyebin Song, Garvesh Raskutti (2018) <doi:10.48550/arXiv.1711.08129>.
| Version: | 3.2.5 |
| Depends: | R (≥ 2.10) |
| Imports: | Rcpp (≥ 0.12.8), methods, Matrix, doParallel, foreach, ggplot2 |
| LinkingTo: | Rcpp, RcppEigen, Matrix |
| Suggests: | testthat, knitr, rmarkdown |
| Published: | 2023-12-18 |
| Author: | Hyebin Song [aut, cre], Garvesh Raskutti [aut] |
| Maintainer: | Hyebin Song <hps5320 at psu.edu> |
| BugReports: | https://github.com/hsong1/PUlasso/issues |
| License: | GPL-2 |
| URL: | https://arxiv.org/abs/1711.08129 |
| NeedsCompilation: | yes |
| Materials: | README |
| CRAN checks: | PUlasso results |
| Reference manual: | PUlasso.pdf |
| Vignettes: |
PUlasso-vignette |
| Package source: | PUlasso_3.2.5.tar.gz |
| Windows binaries: | r-devel: PUlasso_3.2.5.zip, r-release: PUlasso_3.2.5.zip, r-oldrel: PUlasso_3.2.5.zip |
| macOS binaries: | r-release (arm64): PUlasso_3.2.5.tgz, r-oldrel (arm64): PUlasso_3.2.5.tgz, r-release (x86_64): PUlasso_3.2.5.tgz, r-oldrel (x86_64): PUlasso_3.2.5.tgz |
| Old sources: | PUlasso archive |
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