A modern and flexible approach to Bayesian Optimization / Model Based Optimization building on the 'bbotk' package. 'mlr3mbo' is a toolbox providing both ready-to-use optimization algorithms as well as their fundamental building blocks allowing for straightforward implementation of custom algorithms. Single- and multi-objective optimization is supported as well as mixed continuous, categorical and conditional search spaces. Moreover, using 'mlr3mbo' for hyperparameter optimization of machine learning models within the 'mlr3' ecosystem is straightforward via 'mlr3tuning'. Examples of ready-to-use optimization algorithms include Efficient Global Optimization by Jones et al. (1998) <doi:10.1023/A:1008306431147>, ParEGO by Knowles (2006) <doi:10.1109/TEVC.2005.851274> and SMS-EGO by Ponweiser et al. (2008) <doi:10.1007/978-3-540-87700-4_78>.
Version: 0.3.0 Depends: mlr3tuning (≥ 1.1.0), R (≥ 3.1.0) Imports: bbotk (≥ 1.2.0), checkmate (≥ 2.0.0), data.table, lgr (≥ 0.3.4), mlr3 (≥ 0.22.1), mlr3misc (≥ 0.11.0), paradox (≥ 1.0.1), spacefillr, R6 (≥ 2.4.1) Suggests: DiceKriging, emoa, fastGHQuad, lhs, mlr3learners (≥ 0.5.4), mlr3pipelines (≥ 0.4.2), nloptr, ranger, rgenoud, rpart, redux, rush, stringi, testthat (≥ 3.0.0) Published: 2025-06-03 DOI: 10.32614/CRAN.package.mlr3mbo Author: Lennart Schneider [cre, aut], Jakob Richter [aut], Marc Becker [aut], Michel Lang [aut], Bernd Bischl [aut], Florian Pfisterer [aut], Martin Binder [aut], Sebastian Fischer [aut], Michael H. Buselli [cph], Wessel Dankers [cph], Carlos Fonseca [cph], Manuel Lopez-Ibanez [cph], Luis Paquete [cph] Maintainer: Lennart Schneider <lennart.sch at web.de> BugReports: https://github.com/mlr-org/mlr3mbo/issues License: LGPL-3 URL: https://mlr3mbo.mlr-org.com, https://github.com/mlr-org/mlr3mbo NeedsCompilation: yes Materials: README NEWS CRAN checks: mlr3mbo results Documentation: Downloads: Reverse dependencies: Linking:Please use the canonical form https://CRAN.R-project.org/package=mlr3mbo to link to this page.
RetroSearch is an open source project built by @garambo | Open a GitHub Issue
Search and Browse the WWW like it's 1997 | Search results from DuckDuckGo
HTML:
3.2
| Encoding:
UTF-8
| Version:
0.7.4