R package citation, R package reverse dependencies, R package scholars, install an r package from GitHub hy is package acceptance pending why is package undeliverable amazon why is package on hold dhl tour packages why in r package r and r package full form why is r free why r is bad which r package to install which r package has which r package which r package version which r package readxl which r package ggplot which r package fread which r package license where is package.json where is package-lock.json where is package.swift where is package explorer in eclipse where is package where is package manager unity where is package installer android where is package manager console in visual studio who r package which r package to install which r package version who is package who is package deal who is package design r and r package full form r and r package meaning what r package has what package r what is package in java what is package what is package-lock.json what is package in python what is package.json what is package installer do r package can't install r packages r can't find package r can't load package can't load xlsx package r can't install psych package r can't install sf package r Write if else in NONMEM pk pd
mlrMBO
View on CRAN: Click
here
Download and install mlrMBO package within the R console
Install from CRAN:
install.packages("mlrMBO")
Install from Github:
library("remotes")
install_github("cran/mlrMBO")
Install by package version:
library("remotes")
install_version("mlrMBO", "1.1.5.1")
Attach the package and use:
library("mlrMBO")
Maintained by
Jakob Richter
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
10.32614/CRAN.package.mlrMBO . https://github.com/mlr-org/mlrMBO/issues . https://github.com/mlr-org/mlrMBO . mlrMBO citation info . mlrMBO results . mlrMBO.pdf . mlrMBO_1.1.5.1.tar.gz . mlrMBO_1.1.5.1.zip . mlrMBO_1.1.5.1.zip . mlrMBO_1.1.5.1.zip . mlrMBO_1.1.5.1.tgz . mlrMBO_1.1.5.1.tgz . mlrMBO_1.1.5.1.tgz . mlrMBO_1.1.5.1.tgz . mlrMBO_1.1.5.1.tgz . mlrMBO_1.1.5.1.tgz . mlrMBO archive . https://CRAN.R-project.org/package=mlrMBO .
First Published: 2017-03-12
Latest Update: 2022-07-04
Description:
Flexible and comprehensive R toolbox for model-based optimization
('MBO'), also known as Bayesian optimization. It implements the Efficient
Global Optimization Algorithm and is designed for both single- and multi-
objective optimization with mixed continuous, categorical and conditional
parameters. The machine learning toolbox 'mlr' provide dozens of regression
learners to model the performance of the target algorithm with respect to
the parameter settings. It provides many different infill criteria to guide
the search process. Additional features include multi-point batch proposal,
parallel execution as well as visualization and sophisticated logging
mechanisms, which is especially useful for teaching and understanding of
algorithm behavior. 'mlrMBO' is implemented in a modular fashion, such that
single components can be easily replaced or adapted by the user for specific
use cases.
How to cite:
Jakob Richter (2017). mlrMBO: Bayesian Optimization and Model-Based Optimization of Expensive Black-Box Functions. R package version 1.1.5.1, https://cran.r-project.org/web/packages/mlrMBO. Accessed 14 Mar. 2025.
Previous versions and publish date:
Other packages that cited mlrMBO R package
View mlrMBO citation profile
Other R packages that mlrMBO depends,
imports, suggests or enhances
Complete documentation for mlrMBO
Functions, R codes and Examples using
the mlrMBO R package
Some associated functions: MBOInfillCrit . MBOMultiObjResult . MBOSingleObjResult . OptProblem . OptResult . OptState . error_handling . exampleRun . exampleRunMultiObj . finalizeSMBO . getGlobalOpt . getMBOInfillCrit . getSupportedInfillOptFunctions . getSupportedMultipointInfillOptFunctions . infillcrits . initCrit . initSMBO . makeMBOControl . makeMBOLearner . makeMBOTrafoFunction . mbo . mboContinue . mboFinalize . mbo_OptPath . mbo_parallel . mlrMBO_examples . plot.OptState . plotExampleRun . plotMBOResult . print.MBOControl . proposePoints . renderExampleRunPlot . setMBOControlInfill . setMBOControlMultiObj . setMBOControlMultiPoint . setMBOControlTermination . trafos . updateSMBO .
Some associated R codes: MBOResult.R . OptProblem.R . OptResult.R . OptState.R . OptState_getter.R . OptState_setter.R . SMBO.R . calculateGap.R . checkDesign.R . checkLearner.R . checkStuff.R . chooseFinalPoint.R . convertToDesign.R . doc_error_handling.R . doc_mbo_OptPath.R . doc_mbo_parallel.R . doc_mlrMBO_examples.R . evalFinalPoint.R . evalMBODesign.R . evalProposedPoints.R . evalTargetFun.R . exampleRun.R . exampleRunMultiObj.R . filterProposedPoints.R . getEffectiveBestPoint.R . getExtras.R . getInfillOptFunction.R . getMBOInfillCrit.R . getSupportedInfillOptFunctions.R . getSupportedMultipointInfillOptFunctions.R . infillOptCMAES.R . infillOptEA.R . infillOptFocus.R . infillOptNSGA2.R . infill_crits.R . initCrit.R . initOptProblem.R . makeMBOControl.R . makeMBOInfillCrit.R . makeMBOLearner.R . makeMBOOptPath.R . makeMBOTrafoFunction.R . makeProposal.R . makeTaskSingleObj.R . makeTasks.R . makeTasksMultiObj.R . makeTasksParEGO.R . mbo.R . mboContinue.R . mboFinalize.R . mboTemplate.R . multiobj_helpers.R . plotExampleRun.R . plot_MBOResult.R . plot_OptState.R . proposePoints.R . proposePointsByInfillOptimization.R . proposePointsConstantLiar.R . proposePointsDIB.R . proposePointsHelpers.R . proposePointsMOIMBO.R . proposePointsMSPOT.R . proposePointsParEGO.R . proposePointsParallelCB.R . proposePointsRandom.R . renderExampleRunPlot.R . renderExampleRunPlotMultiObj.R . renderExampleRunPlotSingleCrit.R . renderExampleRunPlotSingleCrit1d.R . renderExampleRunPlotSingleCrit2d.R . renderExampleRunPlot_helpers.R . setMBOControlInfill.R . setMBOControlMultiObj.R . setMBOControlMultiPoint.R . setMBOControlTermination.R . shouldTerminate.R . term_conds.R . trainModels.R . utils.R . zzz.R . Full mlrMBO package functions and examples
Downloads during the last 30 days
Today's Hot Picks in Authors and Packages
HandTill2001
An S4 implementation of Eq. (3) and Eq. (7) by
David J. Hand and Robert J. Till (2001) ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Andreas Dominik Cullmann (view profile)
mlr3fairness
Integrates fairness auditing and bias mitigation methods for the 'mlr3' ecosystem.
This includes ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Florian Pfisterer (view profile)
rainbow
Visualizing functional data and identifying functional outliers. ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Han Lin Shang (view profile)
waveband
Computes Bayesian wavelet shrinkage credible intervals for nonparametric regression. The method us ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Guy Nason (view profile)
fhircrackr
Useful tools for conveniently downloading FHIR resources in xml format
and converting them to R dat ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Julia Palm (view profile)
nextGenShinyApps
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Obinna Obianom (view profile)
23,842
R Packages
207,311
Dependencies
64,420
Author Associations
23,781
Publication Badges
