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Stacked ensembles for regression tasks using the 'mlr3' framework, internal preprocessing and out-of-fold stacking, and hyperparameter tuning using grid or random search. Supports numeric and categorical predictors.
| Version: | 1.2.0 |
| Depends: | R (≥ 4.1) |
| Imports: | mlr3 (≥ 0.12.0), mlr3learners (≥ 0.5.0), paradox (≥ 1.0.0), mlr3tuning (≥ 0.8.0), bbotk (≥ 0.3.2), data.table (≥ 1.14.0), R6, stats, graphics, utils |
| Suggests: | testthat (≥ 3.0.0), mlr3filters (≥ 0.4.2), knitr, xgboost (≥ 1.4.1.1), rpart (≥ 4.1-15), ranger (≥ 0.13.1), kknn (≥ 1.3.1), glmnet (≥ 4.1-2), e1071 (≥ 1.7-8), FSelectorRcpp (≥ 0.3.8), care (≥ 1.1.10), praznik (≥ 8.0.0), lme4 (≥ 1.1-27.1) |
| Published: | 2026-09-08 |
| DOI: | 10.32614/CRAN.package.sense |
| Author: | Giancarlo Vercellino [aut, cre] |
| Maintainer: | Giancarlo Vercellino <giancarlo.vercellino at gmail.com> |
| License: | GPL-3 |
| URL: | https://mlr3.mlr-org.com/ |
| NeedsCompilation: | no |
| Materials: | NEWS |
| CRAN checks: | sense results |
| Reference manual: | sense.html , sense.pdf |
| Vignettes: |
Regression ensembles without mlr3pipelines (source) |
| Package source: | sense_1.2.0.tar.gz |
| Windows binaries: | r-devel: sense_1.2.0.zip, r-release: sense_1.2.0.zip, r-oldrel: sense_1.2.0.zip |
| macOS binaries: | r-release (arm64): sense_1.1.0.tgz, r-oldrel (arm64): sense_1.2.0.tgz, r-release (x86_64): sense_1.2.0.tgz, r-oldrel (x86_64): sense_1.2.0.tgz |
| Old sources: | sense 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.