Model tgp

See the change log and an archive of previous versions. New Book on Surrogate Modeling. Bayesian treed Gaussian process models. The current version provides: Bayesian linear models, CART, treed linear models, stationary separable and isotropic Gaussian processes, and treed Gaussian process single-index model categorical inputs, sensitivity analysis, multi-resolution models and importance tempering are supported methods for the sequential design of exeperiments via treed sequential maximum entropy design, active learning ALM and ALC , and optimization by expected improvement 1-d and 2-d plotting, with higher dimension projection and slice capabilities, and tree drawing for posterior summaries. Obtaining the package Download R from cran.
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Maddy TGP Senior Model

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Maddy TGP Senior Model | Puyallup Senior Photographer

Description Details Author s References. A Bayesian nonstationary nonparametric regression and design package implementing an array of models of varying flexibility and complexity. A Bayesian Monte Carlo based sensitivity analysis is implemented, and multi-resolution models are also supported. Sequential experimental design and adaptive sampling functions are also provided, including ALM, ALC, and expected improvement. The latter supports derivative-free optimization of noisy black-box functions.
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Lilli TGP Senior Model

A generic interface to treed Gaussian process models used by many of the functions of class "tgp" : bgpllm , btlm , blm , bgp , btgpllm bgp , and plot. This more complicated interface is provided for a finer control of the model parameterization. The function plot.
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    Ferg1 year ago

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