DiceKriging: Kriging Methods for Computer Experiments

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
http://dice.emse.fr/

View on CRAN

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

Files in this package

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

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