bbotk: Black-Box Optimization Toolkit

Features highly configurable search spaces via the 'paradox' package and optimizes every user-defined objective function. The package includes several optimization algorithms e.g. Random Search, Iterated Racing, Bayesian Optimization (in 'mlr3mbo') and Hyperband (in 'mlr3hyperband'). bbotk is the base package of 'mlr3tuning', 'mlr3fselect' and 'miesmuschel'.

Version: 0.8.0
Depends: paradox (≥ 0.7.0), R (≥ 3.1.0)
Imports: checkmate (≥ 2.0.0), data.table, lgr, methods, mlr3misc (≥ 0.11.0), R6
Suggests: adagio, emoa, GenSA, irace (≥ 3.5), knitr, nloptr, progressr, rmarkdown, testthat (≥ 3.0.0)
Published: 2024-02-29
DOI: NA
Author: Marc Becker ORCID iD [cre, aut], Jakob Richter ORCID iD [aut], Michel Lang ORCID iD [aut], Bernd Bischl ORCID iD [aut], Martin Binder [aut], Olaf Mersmann [ctb]
Maintainer: Marc Becker <marcbecker at posteo.de>
BugReports: https://github.com/mlr-org/bbotk/issues
License: LGPL-3
URL: https://bbotk.mlr-org.com, https://github.com/mlr-org/bbotk
NeedsCompilation: yes
Language: en-US
Materials: README NEWS
CRAN checks: bbotk results

Documentation:

Reference manual: bbotk.pdf
Vignettes: bbotk: A brief introduction

Downloads:

Package source: bbotk_0.8.0.tar.gz
Windows binaries: r-devel: bbotk_0.8.0.zip, r-release: bbotk_0.8.0.zip, r-oldrel: bbotk_0.8.0.zip
macOS binaries: r-release (arm64): bbotk_0.8.0.tgz, r-oldrel (arm64): bbotk_0.8.0.tgz, r-release (x86_64): bbotk_0.8.0.tgz, r-oldrel (x86_64): bbotk_0.8.0.tgz
Old sources: bbotk archive

Reverse dependencies:

Reverse imports: counterfactuals, miesmuschel, mlr3fselect, mlr3hyperband, mlr3mbo, mlr3tuning, mlr3verse, mlrintermbo, sense
Reverse suggests: CryptRndTest, DoubleML, mlr3pipelines, mlr3spatiotempcv, mlr3tuningspaces, mlr3viz

Linking:

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