Fast, flexible framework for implementing Bayesian optimization of model hyperparameters according to the methods described in Snoek et al. (2012) <doi:10.48550/arXiv.1206.2944>. The package allows the user to run scoring function in parallel, save intermediary results, and tweak other aspects of the process to fully utilize the computing resources available to the user.
| Version: | 1.3.0 |
| Depends: | R (≥ 3.4) |
| Imports: | data.table (≥ 1.11.8), DiceKriging, stats, foreach, dbscan, lhs, crayon, ggplot2, ggpubr (≥ 0.2.4) |
| Suggests: | knitr, xgboost, doParallel, testthat, quarto |
| Published: | 2026-09-30 |
| DOI: | 10.32614/CRAN.package.ParBayesianOptimization |
| Author: | Novica Nakov [cre], Samuel Wilson [aut] |
| Maintainer: | Novica Nakov <nnovica at gmail.com> |
| BugReports: | https://github.com/novica/ParBayesianOptimization/issues |
| License: | GPL-2 |
| URL: | https://github.com/novica/ParBayesianOptimization |
| NeedsCompilation: | no |
| Materials: | README, NEWS |
| CRAN checks: | ParBayesianOptimization results |
| Reference manual: | ParBayesianOptimization.html , ParBayesianOptimization.pdf |
| Vignettes: |
Function Maximization (source, R code) Sampling Multiple Parameter Sets at Once (source, R code) Tuning Hyperparameters (source, R code) |
| Package source: | ParBayesianOptimization_1.3.0.tar.gz |
| Windows binaries: | r-devel: ParBayesianOptimization_1.3.0.zip, r-release: not available, r-oldrel: not available |
| macOS binaries: | r-release (arm64): not available, r-oldrel (arm64): not available, r-release (x86_64): ParBayesianOptimization_1.3.0.tgz, r-oldrel (x86_64): ParBayesianOptimization_1.3.0.tgz |
| Old sources: | ParBayesianOptimization archive |
| Reverse suggests: | MachineShop |
Please use the canonical form https://CRAN.R-project.org/package=ParBayesianOptimization to link to this page.