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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:1.8.1
Depends:paradox (≥ 1.0.0), R (≥ 3.1.0)
Imports:checkmate (≥ 2.0.0),cli,data.table,lgr, methods,mlr3misc (≥ 0.15.1),R6
Suggests:adagio,emoa,GenSA,irace (≥ 4.0.0),knitr,mirai,nloptr,processx,progressr,redux,RhpcBLASctl,rush (≥ 0.4.1),testthat (≥ 3.0.0)
Published:2025-11-26
DOI:10.32614/CRAN.package.bbotk
Author:Marc BeckerORCID iD [cre, aut], Jakob RichterORCID iD [aut], Michel LangORCID iD [aut], Bernd BischlORCID 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.html ,bbotk.pdf

Downloads:

Package source: bbotk_1.8.1.tar.gz
Windows binaries: r-devel:bbotk_1.8.1.zip, r-release:bbotk_1.8.1.zip, r-oldrel:bbotk_1.8.1.zip
macOS binaries: r-release (arm64):bbotk_1.8.1.tgz, r-oldrel (arm64):bbotk_1.8.1.tgz, r-release (x86_64):bbotk_1.8.1.tgz, r-oldrel (x86_64):bbotk_1.8.1.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,xtdml

Linking:

Please use the canonical formhttps://CRAN.R-project.org/package=bbotkto link to this page.


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