R: Gaussian Processes for Pareto Front Estimation and Optimization

# Gaussian Processes for Pareto Front Estimation and Optimization

## Documentation for package ‘GPareto’ version 1.1.9

- DESCRIPTION file
- User guides, package vignettes and other documentation
- Package NEWS
- Package README

## 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