DiceEval: Construction and Evaluation of Metamodels

Estimation, validation and prediction of models of different types : linear models, additive models, MARS,PolyMARS and Kriging.

Author
D. Dupuy and C. Helbert
Date of publication
2015-06-15 18:48:01
Maintainer
C. Helbert <Celine.Helbert@ec-lyon.fr>
License
GPL-3
Version
1.4
URLs

View on CRAN

Man pages

crossValidation
K-fold Cross Validation
dataIRSN5D
5D benchmark from nuclear criticality safety assessments
DiceEval-package
Metamodels
foldsComposition
Setting up the Cross Validation
MAE
Mean Absolute Error
modelComparison
Comparison of different types of metamodels
modelFit
Fitting metamodels
modelPredict
Prediction at newdata for a fitted metamodel
penaltyPolyMARS
Choice of the penalty parameter for a PolyMARS model
R2
Multiple R-Squared
residualsStudy
Plot residuals
RMA
Relative Maximal Absolute Error
RMSE
Root Mean Squared Error
stepEvolution
Evolution of the stepwise model
testCrossValidation
Test the robustess of the cross-validation procedure
testIRSN5D
A set of test data

Files in this package

DiceEval
DiceEval/inst
DiceEval/inst/CITATION
DiceEval/NAMESPACE
DiceEval/demo
DiceEval/demo/00Index
DiceEval/demo/IRSN5D.R
DiceEval/data
DiceEval/data/dataIRSN5D.txt.gz
DiceEval/data/testIRSN5D.txt.gz
DiceEval/R
DiceEval/R/formulaLm.R
DiceEval/R/stepEvolution.R
DiceEval/R/testCrossValidation.R
DiceEval/R/R2.R
DiceEval/R/formulaAm.R
DiceEval/R/crossValidation.R
DiceEval/R/residualsStudy.R
DiceEval/R/RMA.R
DiceEval/R/penaltyPolyMARS.R
DiceEval/R/RMSE.R
DiceEval/R/modelComparison.R
DiceEval/R/modelFit.R
DiceEval/R/MAE.R
DiceEval/R/modelPredict.R
DiceEval/MD5
DiceEval/DESCRIPTION
DiceEval/man
DiceEval/man/formulaAm.rd
DiceEval/man/residualsStudy.Rd
DiceEval/man/modelFit.Rd
DiceEval/man/testIRSN5D.Rd
DiceEval/man/dataIRSN5D.Rd
DiceEval/man/RMA.Rd
DiceEval/man/DiceEval-package.Rd
DiceEval/man/formulaLm.rd
DiceEval/man/R2.Rd
DiceEval/man/penaltyPolyMARS.Rd
DiceEval/man/crossValidation.Rd
DiceEval/man/testCrossValidation.Rd
DiceEval/man/MAE.Rd
DiceEval/man/stepEvolution.Rd
DiceEval/man/foldsComposition.Rd
DiceEval/man/modelPredict.Rd
DiceEval/man/RMSE.Rd
DiceEval/man/modelComparison.Rd