Bayesian Optimization and Model-Based Optimization of Expensive Black-Box Functions

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Documentation for package ‘mlrMBO’ version 1.1.5.1

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

Help Pages

crit.aei	Create an infill criterion.
crit.cb	Create an infill criterion.
crit.cb1	Create an infill criterion.
crit.cb2	Create an infill criterion.
crit.dib1	Create an infill criterion.
crit.ei	Create an infill criterion.
crit.eqi	Create an infill criterion.
crit.mr	Create an infill criterion.
crit.se	Create an infill criterion.
error_handling	Error handling for mlrMBO
exampleRun	Perform an mbo run on a test function and and visualize what happens.
exampleRunMultiObj	Perform an MBO run on a multi-objective test function and and visualize what happens.
finalizeSMBO	Finalizes the SMBO Optimization
getGlobalOpt	Helper function which returns the (estimated) global optimum.
getMBOInfillCrit	Get properties of MBO infill criterion.
getMBOInfillCritComponents	Get properties of MBO infill criterion.
getMBOInfillCritId	Get properties of MBO infill criterion.
getMBOInfillCritName	Get properties of MBO infill criterion.
getMBOInfillCritParam	Get properties of MBO infill criterion.
getMBOInfillCritParams	Get properties of MBO infill criterion.
getSupportedInfillOptFunctions	Get names of supported infill-criteria optimizers.
getSupportedMultipointInfillOptFunctions	Get names of supported multi-point infill-criteria optimizers.
hasRequiresInfillCritStandardError	Get properties of MBO infill criterion.
infillcrits	Infill criteria.
initCrit	Initialize an MBO infill criterion.
initSMBO	Initialize a manual sequential MBO run.
makeMBOControl	Set MBO options.
makeMBOInfillCrit	Create an infill criterion.
makeMBOInfillCritAdaCB	Infill criteria.
makeMBOInfillCritAEI	Infill criteria.
makeMBOInfillCritCB	Infill criteria.
makeMBOInfillCritDIB	Infill criteria.
makeMBOInfillCritEI	Infill criteria.
makeMBOInfillCritEQI	Infill criteria.
makeMBOInfillCritMeanResponse	Infill criteria.
makeMBOInfillCritStandardError	Infill criteria.
makeMBOLearner	Generate default learner.
makeMBOTrafoFunction	Create a transformation function for MBOExampleRun.
mbo	Optimizes a function with sequential model based optimization.
mboContinue	Continues an mbo run from a save-file.
MBOControl	Set MBO options.
mboFinalize	Finalizes an mbo run from a save-file.
MBOInfillCrit	Create an infill criterion.
MBOMultiObjResult	Multi-Objective result object.
MBOSingleObjResult	Single-Objective result object.
mbo_default_learner	Generate default learner.
mbo_OptPath	OptPath in mlrMBO
mbo_parallel	Parallelization in mlrMBO
mlrMBO_examples	mlrMBO examples
OptProblem	OptProblem object.
OptResult	OptResult object.
OptState	OptState object.
plot.MBOMultiObjResult	MBO Result Plotting
plot.MBOSingleObjResult	MBO Result Plotting
plot.OptState	Generate ggplot2 Object
plotExampleRun	Renders plots for exampleRun objects and displays them.
plotMBOResult	MBO Result Plotting
print.MBOControl	Print mbo control object.
proposePoints	Propose candidates for the objective function
renderExampleRunPlot	Renders plots for exampleRun objects, either in 1D or 2D, or exampleRunMultiObj objects.
setMBOControlInfill	Extends mbo control object with infill criteria and infill optimizer options.
setMBOControlMultiObj	Set multi-objective options.
setMBOControlMultiPoint	Set multipoint proposal options.
setMBOControlTermination	Set termination options.
trafoLog	Transformation methods.
trafos	Transformation methods.
trafoSqrt	Transformation methods.
updateSMBO	Updates SMBO with the new observations