DiceKriging: Kriging Methods for Computer Experiments
Version 1.5.5

Estimation, validation and prediction of kriging models. Important functions : km, print.km, plot.km, predict.km.

AuthorOlivier Roustant, David Ginsbourger, Yves Deville. Contributors: Clement Chevalier, Yann Richet.
Date of publication2015-04-24 11:22:56
MaintainerOlivier Roustant <roustant@emse.fr>
LicenseGPL-2 | GPL-3
Version1.5.5
URL http://dice.emse.fr/
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("DiceKriging")

Getting started

Package overview

Popular man pages

covMatrix: Covariance matrix
covMatrixDerivative: Covariance matrix derivatives
covParametersBounds: Boundaries for covariance parameters
DiceKriging-package: Kriging Methods for Computer Experiments
km1Nugget.init: Fitting Kriging Models
km-class: Kriging models class
logLikFun: Concentrated log-likelihood of a km object
See all...

All man pages Function index File listing

Man pages

affineScalingFun: Scaling function (affine case)
affineScalingGrad: Gradient of the Scaling function (affine case)
branin: 2D test function
camelback: 2D test function
checkNames: Consistency test between the column names of two matrices
coef: Get coefficients values
computeAuxVariables: Auxiliary variables for kriging
covAffineScaling-class: Class "covAffineScaling"
covIso-class: Class of tensor-product spatial covariances with isotropic...
covKernel-class: Class "covKernel"
covMat1Mat2: Cross covariance matrix
covMatrix: Covariance matrix
covMatrixDerivative: Covariance matrix derivatives
covparam2vect: Auxiliary function
covParametersBounds: Boundaries for covariance parameters
covScaling-class: Class "covScaling"
covStruct.create: Spatial covariance - Class constructor
covTensorProduct-class: Class of tensor-product spatial covariances
covUser-class: Class "covUser"
covVector.dx: Spatial covariance - Derivatives
DiceKriging-package: Kriging Methods for Computer Experiments
drop.response: Trend model formula operation
goldsteinPrice: 2D test function
hartman3: 3D test function
hartman6: 6D test function
inputnames: Get the input variables names
kernelname: Get the kernel name
km: Fit and/or create kriging models
km1Nugget.init: Fitting Kriging Models
km-class: Kriging models class
kmData: Fit and/or create kriging models
kmEstimate: Fitting Kriging Models
kmNoNugget.init: Fitting Kriging Models
kmNuggets.init: Fitting Kriging Models
leaveOneOutFun: Leave-one-out least square criterion of a km object
leaveOneOutGrad: Leave-one-out least square criterion - Analytical gradient
leaveOneOut.km: Leave-one-out for a km object
logLikFun: Concentrated log-likelihood of a km object
logLikGrad: Concentrated log-Likelihood of a km object - Analytical...
logLik.km: log-likelihood of a km object
ninput: Get the spatial dimension
nuggetflag: Get the nugget flag
nuggetvalue: Get or set the nugget value
plot.km: Diagnostic plot for the validation of a km object
predict.km: Predict values and confidence intervals at newdata for a km...
SCAD: Penalty function
SCAD.derivative: Penalty function derivative
scalingFun: Scaling function
scalingGrad: Gradient of the dimensional Scaling function
show.km: Print values of a km object
simulate.km: Simulate GP values at any given set of points for a km object
trend.deltax: Trend derivatives
trendMatrix.update: Trend model matrix operation
update.km: Update of a kriging model
vect2covparam: Auxiliary function

Functions

DiceKriging Man page
SCAD Man page Source code
SCAD.derivative Man page Source code
affineScalingFun Man page Source code
affineScalingGrad Man page Source code
branin Man page Source code
camelback Man page Source code
checkNames Man page Source code
coef Man page
coef,covAffineScaling-method Man page
coef,covIso-method Man page
coef,covScaling-method Man page
coef,covTensorProduct-method Man page
coef,covUser-method Man page
coef,km-method Man page
coef<- Man page
coef<-,covTensorProduct,numeric-method Man page
compute.beta.hat Source code
compute.sigma2.hat Source code
compute.z Source code
computeAuxVariables Man page Source code
computeAuxVariables_noChol Source code
covAffineScaling-class Man page
covIso-class Man page
covKernel-class Man page
covMat1Mat2 Man page
covMat1Mat2,covAffineScaling-method Man page
covMat1Mat2,covIso-method Man page
covMat1Mat2,covScaling-method Man page
covMat1Mat2,covTensorProduct-method Man page
covMat1Mat2,covUser-method Man page
covMat1Mat2.covTensorProduct Source code
covMat1Mat2.covUser Source code
covMatrix Man page
covMatrix,covAffineScaling-method Man page
covMatrix,covIso-method Man page
covMatrix,covScaling-method Man page
covMatrix,covTensorProduct-method Man page
covMatrix,covUser-method Man page
covMatrix.covTensorProduct Source code
covMatrixDerivative Man page
covMatrixDerivative,covAffineScaling-method Man page
covMatrixDerivative,covIso-method Man page
covMatrixDerivative,covScaling-method Man page
covMatrixDerivative,covTensorProduct-method Man page
covMatrixDerivative.covTensorProduct Source code
covMatrixDerivative.dx.covTensorProduct Source code
covMatrixcovUser Source code
covParametersBounds Man page
covParametersBounds,covAffineScaling-method Man page
covParametersBounds,covIso-method Man page
covParametersBounds,covScaling-method Man page
covParametersBounds,covTensorProduct-method Man page
covScaling-class Man page
covStruct.create Man page
covTensorProduct-class Man page
covUser-class Man page
covVector.dx Man page
covVector.dx,covIso-method Man page
covVector.dx,covTensorProduct-method Man page
covVector.dx.covTensorProduct Source code
covparam2vect Man page
covparam2vect,covAffineScaling-method Man page
covparam2vect,covIso-method Man page
covparam2vect,covScaling-method Man page
covparam2vect,covTensorProduct-method Man page
covparam2vect.fun Source code
dfj_1pt_2param Source code
diagABA Source code
drop.response Man page Source code
extract.covIso Source code
goldsteinPrice Man page Source code
hartman3 Man page Source code
hartman6 Man page Source code
inputnames Man page
inputnames,covAffineScaling-method Man page
inputnames,covIso-method Man page
inputnames,covScaling-method Man page
inputnames,covTensorProduct-method Man page
inputnames<-,covAffineScaling,character-method Man page
inputnames<-,covIso,character-method Man page
inputnames<-,covTensorProduct,character-method Man page
kernelname Man page
kernelname,covAffineScaling-method Man page
kernelname,covIso-method Man page
kernelname,covScaling-method Man page
kernelname,covTensorProduct-method Man page
km Man page
km-class Man page
km1Nugget.init Man page
kmData Man page Source code
kmEstimate Man page
kmNoNugget.init Man page
kmNuggets.init Man page
leaveOneOut.km Man page
leaveOneOutFun Man page
leaveOneOutGrad Man page
logLik Man page
logLik,km-method Man page
logLik.km Man page Man page Source code
logLikFun Man page
logLikGrad Man page
ninput Man page
ninput,covAffineScaling-method Man page
ninput,covIso-method Man page
ninput,covScaling-method Man page
ninput,covTensorProduct-method Man page
nuggetflag Man page
nuggetflag,covAffineScaling-method Man page
nuggetflag,covIso-method Man page
nuggetflag,covScaling-method Man page
nuggetflag,covTensorProduct-method Man page
nuggetflag,covUser-method Man page
nuggetvalue Man page
nuggetvalue,covAffineScaling-method Man page
nuggetvalue,covIso-method Man page
nuggetvalue,covScaling-method Man page
nuggetvalue,covTensorProduct-method Man page
nuggetvalue,covUser-method Man page
nuggetvalue<- Man page
nuggetvalue<-,covAffineScaling,numeric-method Man page
nuggetvalue<-,covIso,numeric-method Man page
nuggetvalue<-,covScaling,numeric-method Man page
nuggetvalue<-,covTensorProduct,numeric-method Man page
nuggetvalue<-,covUser,numeric-method Man page
nuggetvalueFun Source code
plot Man page
plot,km-method Man page Man page
plot.km Man page Source code
predict Man page
predict,km-method Man page Man page
predict.km Man page Source code
scalingFun Man page Source code
scalingFun1d Source code
scalingGrad Man page Source code
scalingGrad1d Source code
show,covAffineScaling-method Man page
show,covIso-method Man page
show,covScaling-method Man page
show,covTensorProduct-method Man page
show,covUser-method Man page
show,km-method Man page Man page
show.km Source code
simulate Man page
simulate,km-method Man page Man page
simulate.km Source code
summary,covAffineScaling-method Man page
summary,covIso-method Man page
summary,covScaling-method Man page
summary,covTensorProduct-method Man page
summary.covAffineScaling Source code
summary.covIso Source code
summary.covTensorProduct Source code
trend.deltax Man page Source code
trendMatrix.update Man page Source code
update Man page
update,km-method Man page
update.km Man page Source code
vect2covparam Man page
vect2covparam,covAffineScaling-method Man page
vect2covparam,covIso-method Man page
vect2covparam,covScaling-method Man page
vect2covparam,covTensorProduct-method Man page
vect2covparam.fun Source code

Files

inst
inst/CITATION
inst/tests
inst/tests/test-trend.deltax.R
inst/tests/test-loo.R
inst/tests/test-interp.R
inst/tests/test-SK-OrnsteinUhlenbeck.R
inst/tests/test-checkNames.R
tests
tests/run-all.R
src
src/Scaling.c
src/CovFuns.c
NAMESPACE
CHANGELOG
R
R/branin.R
R/scalingFun.R
R/covStruct_User.R
R/computeAuxVariables_noChol.R
R/covStruct_Iso.R
R/covStruct_Scaling.R
R/kmNuggets.init.R
R/show.km.R
R/covStruct.create.R
R/hartman6.R
R/covStruct_XtraMethods.R
R/leaveOneOut.km.R
R/kmEstimate.R
R/km.R
R/km1Nugget.init.R
R/trendMatrix.update.R
R/covStruct_XtraClass_Union.R
R/covStruct_Scaling_Affine.R
R/kmNoNugget.init.R
R/leaveOneOutGrad.R
R/logLikGrad.R
R/diagABA.R
R/SCAD.derivative.R
R/kmData.R
R/allGenerics.R
R/covMyKernel.R
R/logLikFun.R
R/SCAD.R
R/camelback.R
R/scalingGrad.R
R/kmStruct.R
R/goldsteinPrice.R
R/leaveOneOutFun.R
R/checkNames.R
R/drop.reponse.R
R/computeAuxVariables.R
R/trend.deltax.R
R/hartman3.R
R/covStruct_Base_TensorProduct.R
R/logLik.km.R
MD5
DESCRIPTION
man
man/kmEstimate.Rd
man/checkNames.Rd
man/leaveOneOutFun.Rd
man/hartman3.Rd
man/covIso-class.Rd
man/show.km.Rd
man/vect2covparam.Rd
man/branin.Rd
man/computeAuxVariables.Rd
man/logLikGrad.Rd
man/covTensorProduct-class.Rd
man/km.Rd
man/nuggetvalue.Rd
man/leaveOneOutGrad.Rd
man/logLikFun.Rd
man/trendMatrix.update.Rd
man/nuggetflag.Rd
man/kmNoNugget.init.Rd
man/covScaling-class.Rd
man/covParametersBounds.Rd
man/covMatrix.Rd
man/leaveOneOut.km.Rd
man/SCAD.derivative.Rd
man/SCAD.Rd
man/scalingGrad.Rd
man/hartman6.Rd
man/goldsteinPrice.Rd
man/drop.response.Rd
man/covAffineScaling-class.Rd
man/scalingFun.Rd
man/kmData.Rd
man/camelback.Rd
man/trend.deltax.Rd
man/covMat1Mat2.Rd
man/inputnames.Rd
man/plot.km.Rd
man/ninput.Rd
man/simulate.km.Rd
man/predict.km.Rd
man/covStruct.create.Rd
man/covparam2vect.Rd
man/covVector.dx.Rd
man/covKernel-class.Rd
man/affineScalingGrad.Rd
man/update.km.Rd
man/logLik.km.Rd
man/kernelname.Rd
man/km-class.Rd
man/km1Nugget.init.Rd
man/kmNuggets.init.Rd
man/coef.Rd
man/covMatrixDerivative.Rd
man/affineScalingFun.Rd
man/DiceKriging-package.Rd
man/covUser-class.Rd
DiceKriging documentation built on May 19, 2017, 4:41 p.m.

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