Hyperband for 'mlr3' [R package mlr3hyperband version 1.0.0]

mlr3hyperband: Hyperband for 'mlr3'

Successive Halving (Jamieson and Talwalkar (2016) <doi:10.48550/arXiv.1502.07943>) and Hyperband (Li et al. 2018 <doi:10.48550/arXiv.1603.06560>) optimization algorithm for the mlr3 ecosystem. The implementation in mlr3hyperband features improved scheduling and parallelizes the evaluation of configurations. The package includes tuners for hyperparameter optimization in mlr3tuning and optimizers for black-box optimization in bbotk.

Version: 1.0.0

Depends: mlr3tuning (≥ 1.4.0), R (≥ 3.1.0)

Imports: bbotk (≥ 1.6.0), checkmate (≥ 1.9.4), data.table, lgr, mlr3 (≥ 0.13.1), mlr3misc (≥ 0.10.0), paradox (≥ 0.9.0), R6, uuid

Suggests: emoa, mirai, mlr3learners (≥ 0.5.2), mlr3pipelines, redux, rpart, rush (≥ 0.2.0), testthat (≥ 3.0.0), xgboost

Published: 2025年07月10日

DOI: 10.32614/CRAN.package.mlr3hyperband

Author: Marc Becker ORCID iD [aut, cre], Sebastian Gruber ORCID iD [aut], Jakob Richter ORCID iD [aut], Julia Moosbauer ORCID iD [aut], Bernd Bischl ORCID iD [aut]

Maintainer: Marc Becker <marcbecker at posteo.de>

BugReports: https://github.com/mlr-org/mlr3hyperband/issues

License: LGPL-3

URL: https://mlr3hyperband.mlr-org.com, https://github.com/mlr-org/mlr3hyperband

NeedsCompilation: no

Materials: NEWS

CRAN checks: mlr3hyperband results