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cff-version: 1.2.0
message: 'To cite package "mlr3mbo" in publications use:'
type: software
license: LGPL-3.0-only
title: 'mlr3mbo: Flexible Bayesian Optimization'
version: 0.2.4
doi: 10.32614/CRAN.package.mlr3mbo
abstract: 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) <https://doi.org/10.1023/A:1008306431147>, ParEGO by Knowles
  (2006) <https://doi.org/10.1109/TEVC.2005.851274> and SMS-EGO by Ponweiser et al.
  (2008) <https://doi.org/10.1007/978-3-540-87700-4_78>.
authors:
- family-names: Schneider
  given-names: Lennart
  email: lennart.sch@web.de
  orcid: https://orcid.org/0000-0003-4152-5308
- family-names: Richter
  given-names: Jakob
  email: jakob1richter@gmail.com
  orcid: https://orcid.org/0000-0003-4481-5554
- family-names: Becker
  given-names: Marc
  email: marcbecker@posteo.de
  orcid: https://orcid.org/0000-0002-8115-0400
- family-names: Lang
  given-names: Michel
  email: michellang@gmail.com
  orcid: https://orcid.org/0000-0001-9754-0393
- family-names: Bischl
  given-names: Bernd
  email: bernd_bischl@gmx.net
  orcid: https://orcid.org/0000-0001-6002-6980
- family-names: Pfisterer
  given-names: Florian
  email: pfistererf@googlemail.com
  orcid: https://orcid.org/0000-0001-8867-762X
- family-names: Binder
  given-names: Martin
  email: mlr.developer@mb706.com
- family-names: Fischer
  given-names: Sebastian
  email: sebf.fischer@gmail.com
  orcid: https://orcid.org/0000-0002-9609-3197
repository: https://mlr-org.r-universe.dev
repository-code: https://github.com/mlr-org/mlr3mbo
commit: 2651f4e43fa583be7f7b7cdadc8201bc90d0a92b
url: https://mlr3mbo.mlr-org.com
contact:
- family-names: Schneider
  given-names: Lennart
  email: lennart.sch@web.de
  orcid: https://orcid.org/0000-0003-4152-5308