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bbotk  

Black-Box Optimization Toolkit
View on CRAN: Click here


Download and install bbotk package within the R console
Install from CRAN:
install.packages("bbotk")

Install from Github:
library("remotes")
install_github("cran/bbotk")

Install by package version:
library("remotes")
install_version("bbotk", "1.8.1")



Attach the package and use:
library("bbotk")
Maintained by
Marc Becker
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2020-07-24
Latest Update: 2025-06-03
Description:
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'.
How to cite:
Marc Becker (2020). bbotk: Black-Box Optimization Toolkit. R package version 1.8.1, https://cran.r-project.org/web/packages/bbotk. Accessed 25 Jun. 2026.
Previous versions and publish date:
0.2.0 (2020-07-24 19:20), 0.2.1 (2020-09-05 12:40), 0.2.2 (2020-10-08 13:00), 0.3.0 (2021-01-24 01:30), 0.3.1 (2021-03-12 22:00), 0.3.2 (2021-03-18 14:20), 0.4.0 (2021-09-13 17:50), 0.5.0 (2022-01-19 23:02), 0.5.1 (2022-02-25 15:30), 0.5.2 (2022-04-04 15:10), 0.5.3 (2022-05-04 09:40), 0.5.4 (2022-08-25 12:22), 0.6.0 (2022-10-25 14:45), 0.7.0 (2022-11-05 03:10), 0.7.1 (2022-11-30 15:20), 0.7.2 (2022-12-08 09:20), 0.7.3 (2023-11-13 12:53), 0.8.0 (2024-02-29 13:52), 1.0.0 (2024-06-28 17:00), 1.0.1 (2024-07-24 14:30), 1.1.0 (2024-09-09 21:00), 1.1.1 (2024-10-15 21:00), 1.2.0 (2024-10-25 12:30), 1.3.0 (2024-11-07 23:30), 1.4.0 (2024-11-26 16:00), 1.4.1 (2024-11-27 19:10), 1.5.0 (2024-12-17 09:30), 1.6.0 (2025-06-03 22:30), 1.7.0 (2025-10-10 12:30), 1.7.1 (2025-10-24 14:30), 1.8.0 (2025-11-06 17:30), 1.8.1 (2025-11-26 11:30), 1.9.0 (2026-02-28 07:10), 1.10.0 (2026-04-08 07:10)
Other packages that cited bbotk R package
View bbotk citation profile
Other R packages that bbotk depends, imports, suggests or enhances
Complete documentation for bbotk
Functions, R codes and Examples using the bbotk R package
Some associated functions: Archive . ArchiveBest . CallbackOptimization . Codomain . ContextOptimization . Objective . ObjectiveRFun . ObjectiveRFunDt . ObjectiveRFunMany . OptimInstance . OptimInstanceMultiCrit . OptimInstanceSingleCrit . Optimizer . Progressor . Terminator . assign_result_default . bb_optimize . bbotk-package . bbotk.backup . bbotk_assertions . bbotk_reflections . branin . callback_optimization . is_dominated . mlr_optimizers . mlr_optimizers_cmaes . mlr_optimizers_design_points . mlr_optimizers_focus_search . mlr_optimizers_gensa . mlr_optimizers_grid_search . mlr_optimizers_irace . mlr_optimizers_nloptr . mlr_optimizers_random_search . mlr_terminators . mlr_terminators_clock_time . mlr_terminators_combo . mlr_terminators_evals . mlr_terminators_none . mlr_terminators_perf_reached . mlr_terminators_run_time . mlr_terminators_stagnation . mlr_terminators_stagnation_batch . nds_selection . opt . optimize_default . reexports . search_start . shrink_ps . transform_xdt_to_xss . trm . 
Some associated R codes: Archive.R . ArchiveBest.R . CallbackOptimization.R . Codomain.R . ContextOptimization.R . Objective.R . ObjectiveRFun.R . ObjectiveRFunDt.R . ObjectiveRFunMany.R . OptimInstance.R . OptimInstanceMultiCrit.R . OptimInstanceSingleCrit.R . Optimizer.R . OptimizerCmaes.R . OptimizerDesignPoints.R . OptimizerFocusSearch.R . OptimizerGenSA.R . OptimizerGridSearch.R . OptimizerIrace.R . OptimizerNLoptr.R . OptimizerRandomSearch.R . Progressor.R . Terminator.R . TerminatorClockTime.R . TerminatorCombo.R . TerminatorEvals.R . TerminatorNone.R . TerminatorPerfReached.R . TerminatorRunTime.R . TerminatorStagnation.R . TerminatorStagnationBatch.R . assertions.R . bb_optimize.R . bbotk_reflections.R . bibentries.R . helper.R . mlr_callbacks.R . mlr_optimizers.R . mlr_terminators.R . nds_selection.R . reexport.R . sugar.R . zzz.R .  Full bbotk package functions and examples
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