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emulator  

Bayesian Emulation of Computer Programs
View on CRAN: Click here


Download and install emulator package within the R console
Install from CRAN:
install.packages("emulator")

Install from Github:
library("remotes")
install_github("cran/emulator")

Install by package version:
library("remotes")
install_version("emulator", "1.2-24")



Attach the package and use:
library("emulator")
Maintained by
Robin K. S. Hankin
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2009-07-18
Latest Update: 2021-04-25
Description:
Allows one to estimate the output of a computer program, as a function of the input parameters, without actually running it. The computer program is assumed to be a Gaussian process, whose parameters are estimated using Bayesian techniques that give a PDF of expected program output. This PDF is conditional on a training set of runs, each consisting of a point in parameter space and the model output at that point. The emphasis is on complex codes that take weeks or months to run, and that have a large number of undetermined input parameters; many climate prediction models fall into this class. The emulator essentially determines Bayesian posterior estimates of the PDF of the output of a model, conditioned on results from previous runs and a user-specified prior linear model. The package includes functionality to evaluate quadratic forms efficiently.
How to cite:
Robin K. S. Hankin (2009). emulator: Bayesian Emulation of Computer Programs. R package version 1.2-24, https://cran.r-project.org/web/packages/emulator. Accessed 22 Dec. 2024.
Previous versions and publish date:
1.1-5 (2009-07-18 17:41), 1.1-7 (2009-10-15 13:08), 1.1-8 (2009-10-26 20:27), 1.2-2 (2011-03-10 12:14), 1.2-4 (2011-03-18 08:32), 1.2-8 (2011-08-11 08:59), 1.2-9 (2011-12-27 11:06), 1.2-12 (2013-02-11 06:57), 1.2-13 (2013-12-02 21:30), 1.2-15 (2014-09-08 06:58), 1.2-17 (2018-05-17 06:14), 1.2-19 (2019-01-15 06:40), 1.2-20 (2019-03-19 21:30), 1.2-21 (2021-04-25 06:20)
Other packages that cited emulator R package
View emulator citation profile
Other R packages that emulator depends, imports, suggests or enhances
Complete documentation for emulator
Functions, R codes and Examples using the emulator R package
Some associated functions: betahat.fun . corr . emulator-package . estimator . expert.estimates . interpolant . latin.hypercube . makeinputfiles . model . oo2002 . optimal.scales . pad . prior.b . quad.form . regressor.basis . results.table . s.chi . sample.n.fit . scales.likelihood . sigmahatsquared . toy . tr . 
Some associated R codes: aaa_cprod.R . emulator.R .  Full emulator package functions and examples
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