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DESCRIPTION

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Package: mlrMBO
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Title: Model-Based Optimization for mlr
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Description: A framework for the (sequential) model-based parameter
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optimization. It offers methods to optimize numeric or discrete influence
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parameters of non-linear black-box single- or multi-objective target
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functions like an industrial simulator or a time-consuming algorithm using
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cheap surrogate models.
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Title: mlrMBO: A Toolbox for Model-Based Optimization of Expensive Black-Box Functions
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Description: mlrMBO is a flexible and comprehensive R toolbox for model-based
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optimization (MBO), also known as Bayesian optimization. It is designed for
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both single- and multi-objective optimization with mixed continuous, categorical
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and conditional parameters. The machine learning toolbox mlr provide dozens
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of regression learners to model the performance of the target algorithm with
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respect to the parameter settings. It provides many different infill criteria to
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guide the search process. Additional features include multi-point batch proposal,
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parallelization as well as visualization and sophisticated logging mechanisms,
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which is especially useful for teaching and understanding of algorithm behavior.
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mlrMBO is implemented in a modular fashion, such that single components can
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be easily replaced or adapted by the user for specific use cases.
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Authors@R: c(
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person("Bernd", "Bischl", email = "[email protected]", role = c("aut", "cre")),
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person("Jakob", "Bossek", email = "[email protected]", role = "aut"),

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