moko: Multi-Objective Kriging Optimization

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Multi-Objective optimization based on the Kriging metamodel. Important functions: mkm, VMPF, MEGO and HEGO.

Author
Adriano Passos [aut, cre], Marco Luersen [ctb]
Date of publication
2016-09-17 03:09:13
Maintainer
Adriano Passos <adriano.utfpr@gmail.com>
License
GPL-3
Version
1.0.0
URLs

View on CRAN

Man pages

EHVI
EHVI: Constrained Expected Hypervolume Improvement
EI
Constrained Expected Emprovement
HEGO
HEGO: Efficient Global Optimization Algorithm based on the...
igd
IGD: Inverted Generational Distance
max_EHVI
max_EHVI: Maximization of the Expected Hypervolume...
max_EI
max_EI: Maximization of the Constrained Expected Improvement...
MEGO
MEGO: Multi-Objective Efficient Global Optimization Algorithm...
mkm
Multi-objective Kriging model
mkm-class
A S4 class of multiple Kriging models
moko
moko: Multi-objective Kriging Optimization
nowacki_beam
Test function: The Nowacki Beam
nowacki_beam_tps
True pareto front for the nowacki beam problem
pdist
Distance betwen vector and matrix
predict_front
Predicted Pareto front
predict-mkm-method
Predictor for a multiobjective Kriging model
ps
Creates a pareto set from given data
radviz
Plot a multiresponse or multivariate dataset indo a 2d radViz...
Tchebycheff
Augmented Tchebycheff function
test_functions
Test functions for optimization
VMPF
VMPF: Variance Minimization of the Predicted Front

Files in this package

moko
moko/inst
moko/inst/doc
moko/inst/doc/nb_vignette.Rmd
moko/inst/doc/nb_vignette.html
moko/inst/doc/nb_vignette.R
moko/tests
moko/tests/testthat.R
moko/tests/testthat
moko/tests/testthat/test.mkm_build.R
moko/NAMESPACE
moko/data
moko/data/nowacki_beam_tps.rda
moko/R
moko/R/utils.R
moko/R/ps_metrics.R
moko/R/ps.R
moko/R/optim_vmpf.R
moko/R/optim_mego.R
moko/R/test_functions.R
moko/R/visualise.R
moko/R/optim_hego.R
moko/R/mkm.R
moko/R/moko.R
moko/vignettes
moko/vignettes/nb_vignette.Rmd
moko/vignettes/nb_vignette.bib
moko/MD5
moko/build
moko/build/vignette.rds
moko/DESCRIPTION
moko/man
moko/man/EI.Rd
moko/man/mkm.Rd
moko/man/mkm-class.Rd
moko/man/igd.Rd
moko/man/ps.Rd
moko/man/max_EI.Rd
moko/man/MEGO.Rd
moko/man/nowacki_beam.Rd
moko/man/radviz.Rd
moko/man/EHVI.Rd
moko/man/moko.Rd
moko/man/VMPF.Rd
moko/man/predict-mkm-method.Rd
moko/man/max_EHVI.Rd
moko/man/HEGO.Rd
moko/man/nowacki_beam_tps.Rd
moko/man/predict_front.Rd
moko/man/test_functions.Rd
moko/man/pdist.Rd
moko/man/Tchebycheff.Rd