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Package: mlrMBO | ||
Title: Bayesian Optimization and Model-Based Optimization of Expensive | ||
Black-Box Functions | ||
Version: 1.1.5-9000 | ||
Authors@R: | ||
c(person(given = "Bernd", | ||
family = "Bischl", | ||
role = "aut", | ||
email = "[email protected]", | ||
comment = c(ORCID = "0000-0001-6002-6980")), | ||
person(given = "Jakob", | ||
family = "Richter", | ||
role = c("aut", "cre"), | ||
email = "[email protected]", | ||
comment = c(ORCID = "0000-0003-4481-5554")), | ||
person(given = "Jakob", | ||
family = "Bossek", | ||
role = "aut", | ||
email = "[email protected]", | ||
comment = c(ORCID = "0000-0002-4121-4668")), | ||
person(given = "Daniel", | ||
family = "Horn", | ||
role = "aut", | ||
email = "[email protected]"), | ||
person(given = "Michel", | ||
family = "Lang", | ||
role = "aut", | ||
email = "[email protected]", | ||
comment = c(ORCID = "0000-0001-9754-0393")), | ||
person(given = "Janek", | ||
family = "Thomas", | ||
role = "aut", | ||
email = "[email protected]", | ||
comment = c(ORCID = "0000-0003-4511-6245"))) | ||
Description: Flexible and comprehensive R toolbox for model-based | ||
optimization ('MBO'), also known as Bayesian optimization. It | ||
implements the Efficient Global Optimization Algorithm and is designed | ||
for both single- and multi- objective optimization with mixed | ||
continuous, categorical and conditional parameters. The machine | ||
learning toolbox 'mlr' provide dozens of regression learners to model | ||
the performance of the target algorithm with respect to the parameter | ||
settings. It provides many different infill criteria to guide the | ||
search process. Additional features include multi-point batch | ||
proposal, parallel execution as well as visualization and | ||
sophisticated logging mechanisms, which is especially useful for | ||
teaching and understanding of algorithm behavior. 'mlrMBO' is | ||
implemented in a modular fashion, such that single components can be | ||
easily replaced or adapted by the user for specific use cases. | ||
Black-Box Functions | ||
Version: 1.1.5.1 | ||
Description: Flexible and comprehensive R toolbox for model-based optimization | ||
('MBO'), also known as Bayesian optimization. It implements the Efficient | ||
Global Optimization Algorithm and is designed for both single- and multi- | ||
objective optimization with mixed continuous, categorical and conditional | ||
parameters. The machine learning toolbox 'mlr' provide dozens of regression | ||
learners to model the performance of the target algorithm with respect to | ||
the parameter settings. It provides many different infill criteria to guide | ||
the search process. Additional features include multi-point batch proposal, | ||
parallel execution as well as visualization and sophisticated logging | ||
mechanisms, which is especially useful for teaching and understanding of | ||
algorithm behavior. 'mlrMBO' is implemented in a modular fashion, such that | ||
single components can be easily replaced or adapted by the user for specific | ||
use cases. | ||
Authors@R: c( | ||
person("Bernd", "Bischl", email = "[email protected]", role = c("aut"), comment = c(ORCID = "0000-0001-6002-6980")), | ||
person("Jakob", "Richter", email = "[email protected]", role = c("aut", "cre"), comment = c(ORCID = "0000-0003-4481-5554")), | ||
person("Jakob", "Bossek", email = "[email protected]", role = "aut", comment = c(ORCID = "0000-0002-4121-4668")), | ||
person("Daniel", "Horn", email = "[email protected]", role = "aut"), | ||
person("Michel", "Lang", email = "[email protected]", role = "aut", comment = c(ORCID = "0000-0001-9754-0393")), | ||
person("Janek", "Thomas", email = "[email protected]", role = "aut", comment = c(ORCID = "0000-0003-4511-6245"))) | ||
License: BSD_2_clause + file LICENSE | ||
URL: https://github.com/mlr-org/mlrMBO | ||
BugReports: https://github.com/mlr-org/mlrMBO/issues | ||
Depends: | ||
mlr (>= 2.10), | ||
ParamHelpers (>= 1.10), | ||
smoof (>= 1.5.1) | ||
Imports: | ||
backports (>= 1.1.0), | ||
BBmisc (>= 1.11), | ||
checkmate (>= 1.8.2), | ||
data.table, | ||
lhs, | ||
parallelMap (>= 1.3) | ||
Suggests: | ||
akima, | ||
cmaesr (>= 1.0.3), | ||
covr, | ||
DiceKriging, | ||
earth, | ||
emoa, | ||
GGally, | ||
ggplot2, | ||
gridExtra, | ||
kernlab, | ||
kknn, | ||
knitr, | ||
mco, | ||
nnet, | ||
party, | ||
randomForest, | ||
reshape2, | ||
rgenoud, | ||
rmarkdown, | ||
rpart, | ||
testthat | ||
VignetteBuilder: | ||
knitr | ||
ByteCompile: yes | ||
Depends: mlr (>= 2.10), ParamHelpers (>= 1.10), smoof (>= 1.5.1) | ||
Imports: backports (>= 1.1.0), BBmisc (>= 1.11), checkmate (>= 1.8.2), | ||
data.table, lhs, parallelMap (>= 1.3) | ||
Suggests: cmaesr (>= 1.0.3), ggplot2, DiceKriging, earth, emoa, GGally, | ||
gridExtra, kernlab, kknn, knitr, mco, nnet, party, | ||
randomForest, reshape2, rmarkdown, rgenoud, rpart, testthat, | ||
covr | ||
Encoding: UTF-8 | ||
ByteCompile: yes | ||
RoxygenNote: 7.1.1 | ||
VignetteBuilder: knitr | ||
NeedsCompilation: yes | ||
Packaged: 2022-07-04 07:35:16 UTC; ripley | ||
Author: Bernd Bischl [aut] (<https://orcid.org/0000-0001-6002-6980>), | ||
Jakob Richter [aut, cre] (<https://orcid.org/0000-0003-4481-5554>), | ||
Jakob Bossek [aut] (<https://orcid.org/0000-0002-4121-4668>), | ||
Daniel Horn [aut], | ||
Michel Lang [aut] (<https://orcid.org/0000-0001-9754-0393>), | ||
Janek Thomas [aut] (<https://orcid.org/0000-0003-4511-6245>) | ||
Maintainer: Jakob Richter <[email protected]> | ||
Repository: CRAN | ||
Date/Publication: 2022-07-04 08:50:50 UTC |
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