ExperimentalDesign.jl
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ExperimentalDesign.jl provides tools for Design of Experiments in Julia, enabling the construction of designs for screening, modeling, exploration, and optimization.
Development on this package is ongoing, so expect things to change. Pull requests are more than welcome! Current features are:
- Designs supporting categorical and continuous factors
- Integration with StatsModels
@formula
- Full factorial designs
- Plackett-Burman designs for screening
- Flexible random designs using the Distributions package
- Variance-optimizing designs for several criteria
Intended features include the ones provided by R packages such as DoE.base, FrF2, and AlgDesign.
Library Outline
Index
ExperimentalDesign.AbstractDesign
ExperimentalDesign.AbstractFactorialDesign
ExperimentalDesign.AbstractOptimalDesign
ExperimentalDesign.AbstractScreeningDesign
ExperimentalDesign.BoxBehnken
ExperimentalDesign.BoxBehnken
ExperimentalDesign.BoxBehnken
ExperimentalDesign.CategoricalFactor
ExperimentalDesign.CategoricalFactor
ExperimentalDesign.CentralComposite
ExperimentalDesign.CentralComposite
ExperimentalDesign.CentralComposite
ExperimentalDesign.DesignDistribution
ExperimentalDesign.DesignDistribution
ExperimentalDesign.DesignDistribution
ExperimentalDesign.DesignDistribution
ExperimentalDesign.DesignDistribution
ExperimentalDesign.FractionalFactorial2Level
ExperimentalDesign.FractionalFactorial2Level
ExperimentalDesign.FullFactorial
ExperimentalDesign.FullFactorial
ExperimentalDesign.FullFactorial
ExperimentalDesign.FullFactorial
ExperimentalDesign.FullFactorial
ExperimentalDesign.OptimLHCDesign
ExperimentalDesign.OptimLHCDesign
ExperimentalDesign.OptimLHCDesign
ExperimentalDesign.OptimalDesign
ExperimentalDesign.OptimalDesign
ExperimentalDesign.PlackettBurman
ExperimentalDesign.PlackettBurman
ExperimentalDesign.PlackettBurman
ExperimentalDesign.RandomLHCDesign
ExperimentalDesign.RandomLHCDesign
ExperimentalDesign.RandomLHCDesign
Base.rand
Base.rand
ExperimentalDesign.boxbehnken
ExperimentalDesign.boxbehnken
ExperimentalDesign.ccdesign
ExperimentalDesign.d_criterion
ExperimentalDesign.explicit_fullfactorial
ExperimentalDesign.explicit_fullfactorial
ExperimentalDesign.fold!
ExperimentalDesign.fold!
ExperimentalDesign.fullfactorial
ExperimentalDesign.isplackettburman
ExperimentalDesign.kl_exchange
ExperimentalDesign.next_offset_divisible_prime
ExperimentalDesign.paley
ExperimentalDesign.plackettburman
ExperimentalDesign.random_design!
ExperimentalDesign.AbstractRandomDesign
ExperimentalDesign.AbstractResponseSurfaceDesign
ExperimentalDesign.IterableFullFactorial
ExperimentalDesign.RandomDesign
ExperimentalDesign.a_criterion
ExperimentalDesign.e_criterion
ExperimentalDesign.g_criterion
ExperimentalDesign.rd_criterion
ExperimentalDesign.t_criterion