Derives prediction rule ensembles (PREs). Largely follows the procedure for deriving PREs as described in Friedman & Popescu (2008; <doi:10.1214/07-AOAS148>), with adjustments and improvements. The main function pre() derives prediction rule ensembles consisting of rules and/or linear terms for continuous, binary, count, multinomial, and multivariate continuous responses. Function gpe() derives generalized prediction ensembles, consisting of rules, hinge and linear functions of the predictor variables.
Version: | 1.0.7 |
Depends: | R (≥ 3.5.0) |
Imports: | earth, Formula, glmnet, graphics, methods, partykit (≥ 1.2-0), rpart, stringr, survival, Matrix, MatrixModels |
Suggests: | interp, datasets, doParallel, foreach, glmertree, grid, mlbench, testthat, mboost, ggplot2, caret, pROC, knitr, rmarkdown, mice, shape |
Published: | 2024-01-12 |
DOI: | 10.32614/CRAN.package.pre |
Author: | Marjolein Fokkema [aut, cre], Benjamin Christoffersen [aut] |
Maintainer: | Marjolein Fokkema <m.fokkema at fsw.leidenuniv.nl> |
BugReports: | https://github.com/marjoleinF/pre/issues |
License: | GPL-2 | GPL-3 |
URL: | https://github.com/marjoleinF/pre |
NeedsCompilation: | no |
Citation: | pre citation info |
Materials: | README, NEWS |
In views: | MachineLearning |
CRAN checks: | pre results [issues need fixing before 2025-09-03] |
Package source: | pre_1.0.7.tar.gz |
Windows binaries: | r-devel: pre_1.0.7.zip, r-release: pre_1.0.7.zip, r-oldrel: pre_1.0.7.zip |
macOS binaries: | r-release (arm64): pre_1.0.7.tgz, r-oldrel (arm64): pre_1.0.7.tgz, r-release (x86_64): pre_1.0.7.tgz, r-oldrel (x86_64): pre_1.0.7.tgz |
Old sources: | pre archive |
Reverse imports: | FREEtree |
Reverse suggests: | plotmo |
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