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In classification problems a monotone relation between some predictors and the classes may be assumed. In this package 'isoboost' we propose new boosting algorithms, based on LogitBoost, that incorporate this isotonicity information, yielding more accurate and easily interpretable rules.
| Version: | 1.0.1 |
| Imports: | Iso, isotone, rpart |
| Published: | 2021-05-01 |
| DOI: | 10.32614/CRAN.package.isoboost |
| Author: | David Conde [aut, cre], Miguel A. Fernandez [aut], Cristina Rueda [aut], Bonifacio Salvador [aut] |
| Maintainer: | David Conde <dconde at eio.uva.es> |
| License: | GPL-2 | GPL-3 |
| NeedsCompilation: | no |
| Citation: | isoboost citation info |
| CRAN checks: | isoboost results |
| Reference manual: | isoboost.pdf |
| Package source: | isoboost_1.0.1.tar.gz |
| Windows binaries: | r-devel: isoboost_1.0.1.zip, r-release: isoboost_1.0.1.zip, r-oldrel: isoboost_1.0.1.zip |
| macOS binaries: | r-release (arm64): isoboost_1.0.1.tgz, r-oldrel (arm64): isoboost_1.0.1.tgz, r-release (x86_64): isoboost_1.0.1.tgz, r-oldrel (x86_64): isoboost_1.0.1.tgz |
| Old sources: | isoboost archive |
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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.