Jessica Franco, Delphine Dupuy and Olivier Roustant.
Space-Filling Designs and Uniformity Criteria.

Jessica Franco, Delphine Dupuy, Olivier Roustant, Guillaume
Damblin and Bertrand Iooss.

Jessica Franco, Delphine Dupuy, Olivier Roustant,
Patrice Kiener, Guillaume Damblin and Bertrand Iooss.

Space-Filling Designs and space-filling criteria (distance-based and uniformity-based), with emphasis to computer experiments; <doi:10.18637/jss.v065.i11>.

Construction and evaluation of metamodels
Estimation, validation and prediction of metamodels
(linear models, additive models, MARS and PolyMARS)

Estimation, validation and prediction of metamodels
(linear models, additive models, MARS,PolyMARS and Kriging)

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

Kriging methods for computer experiments
Estimation, validation and prediction of kriging models.
Important functions : km, print.km, plot.km, predict.km.

Olivier Roustant, David Ginsbourger, Yves Deville

Olivier Roustant, David Ginsbourger, Yves Deville. Contributor:
Clement Chevalier.

Olivier Roustant, David Ginsbourger, Yves Deville.
Contributors: Clement Chevalier, Yann Richet.

Olivier Roustant, David Ginsbourger, Yves Deville. Contributors: Clement Chevalier, Yann Richet.

Kriging Methods for Computer Experiments

Estimation, validation and prediction of kriging models. Important functions : km, print.km, plot.km, predict.km.
rgenoud (>= 5.8-2.0), foreach, doParallel, testthat, numDeriv

Kriging-based optimization for computer experiments
Expected Improvement. EGO algorithm. Parallelized versions
of EGO: Constant Liars.

D. Ginsbourger, V. Picheny, O. Roustant, with contributions by
C. Chevalier and T. Wagner
Expected Improvement. EGO algorithm. Parallelized versions
of EGO: Constant Liars. Noisy Kriging-based Optimization
criteria and algorithms, including AEI, AKG, EQI, and
EI.plugin.
DiceKriging (>= 1.2), rgenoud, MASS, lhs

Expected Improvement. EGO algorithm. Multipoints EI and
parallelized versions of EGO: Constant Liars. Noisy
Kriging-based Optimization criteria and algorithms, including
AEI, AKG, EQI, and EI.plugin.