Gaussian Processes for Pareto Front Estimation and Optimization

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Documentation for package ‘GPareto’ version 1.1.8

• DESCRIPTION file.
• User guides, package vignettes and other documentation.
• Package NEWS.

Help Pages

GPareto-package	Package GPareto
checkPredict	Prevention of numerical instability for a new observation
CPF	Conditional Pareto Front simulations
crit_EHI	Expected Hypervolume Improvement with m objectives
crit_EMI	Expected Maximin Improvement with m objectives
crit_optimizer	Maximization of multiobjective infill criterion
crit_qEHI	Batch Expected Hypervolume Improvement with m objectives
crit_SMS	Analytical expression of the SMS-EGO criterion with m>1 objectives
crit_SUR	Analytical expression of the SUR criterion for two or three objectives.
DTLZ1	Test functions of x
DTLZ2	Test functions of x
DTLZ3	Test functions of x
DTLZ7	Test functions of x
easyGParetoptim	EGO algorithm for multiobjective optimization
fastfun	Fast-to-evaluate function wrapper
getDesign	Get design corresponding to an objective target
GPareto	Package GPareto
GParetoptim	Sequential multi-objective Expected Improvement maximization and model re-estimation, with a number of iterations fixed in advance by the user
integration_design_optim	Function to build integration points (for the SUR criterion)
MOP2	Test functions of x
MOP3	Test functions of x
nonDomSet	Non-dominated points with respect to a reference
OKA1	Test functions of x
P1	Test functions of x
P2	Test functions of x
ParetoSetDensity	Estimation of Pareto set density
plotGPareto	Plot multi-objective optimization results and post-processing
plotParetoEmp	Pareto front visualization
plotParetoGrid	Visualisation of Pareto front and set
plotSymDevFun	Display the Symmetric Deviation Function
plotSymDifRNP	Symmetrical difference of RNP sets
plot_uncertainty	Plot uncertainty
predict_kms	Predict function for list of 'km' models.
ZDT1	Test functions of x
ZDT2	Test functions of x
ZDT3	Test functions of x
ZDT4	Test functions of x
ZDT6	Test functions of x