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blackbox  

Black Box Optimization and Exploration of Parameter Space
View on CRAN: Click here


Download and install blackbox package within the R console
Install from CRAN:
install.packages("blackbox")

Install from Github:
library("remotes")
install_github("cran/blackbox")

Install by package version:
library("remotes")
install_version("blackbox", "1.1.46")



Attach the package and use:
library("blackbox")
Maintained by
François Rousset
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2016-04-14
Latest Update: 2023-12-08
Description:
Performs prediction of a response function from simulated response values, allowing black-box optimization of functions estimated with some error. Includes a simple user interface for such applications, as well as more specialized functions designed to be called by the Migraine software (Rousset and Leblois, 2012 ; Leblois et al., 2014 ; and see URL). The latter functions are used for prediction of likelihood surfaces and implied likelihood ratio confidence intervals, and for exploration of predictor space of the surface. Prediction of the response is based on ordinary Kriging (with residual error) of the input. Estimation of smoothing parameters is performed by generalized cross-validation.
How to cite:
François Rousset (2016). blackbox: Black Box Optimization and Exploration of Parameter Space. R package version 1.1.46, https://cran.r-project.org/web/packages/blackbox. Accessed 26 Aug. 2026.
Previous versions and publish date:
(2026-07-09 07:22), 1.0.8.1 (2016-07-10 15:39), 1.0.8 (2016-05-25 18:13), 1.0.18 (2017-02-03 00:21), 1.0 (2016-04-14 18:19), 1.1.0 (2017-07-07 07:47), 1.1.2 (2017-09-05 22:19), 1.1.7 (2017-11-03 13:17), 1.1.25 (2018-06-08 19:23), 1.1.27 (2019-08-20 19:00), 1.1.32 (2020-04-20 18:00), 1.1.43 (2023-05-03 09:30), 1.1.46 (2023-12-08 04:20)
Other packages that cited blackbox R package
View blackbox citation profile
Other R packages that blackbox depends, imports, suggests or enhances
Complete documentation for blackbox
Functions, R codes and Examples using the blackbox R package
Some associated functions: bboptim . blackbox-internal . blackbox . buildFONKgpointls . buildPointls . calc1DCIs . calc1Dprofiles . calcGCV . calcLRTs . calcPredictorOK . init_grid . islogscale . maximizeOK . options . prepareData . preprocessbboptions . sampleByResp . saveOldFile . writeFinalInfo . 
Some associated R codes: AUEformat.R . CKrigcoefs.R . Cpredict.R . Hreprrational.R . LRTfn.R . LowUpFromKnots.R . LowUpfn.R . OKrig.R . RAM_fns.R . RcppExports.R . addSimplexEq.R . addtoedges.R . blackbox.R . blackbox_internals.R . bounds1D.R . buildFONKgpointls.R . buildPointls.R . calc1DCIs.R . calc1Dprofiles.R . calc2D3Dplots.R . calcBounds1D.R . calcGCV.R . calcLRTs.R . calcPredictorOK.R . calcProfileLR.R . calcProfileOK.R . calcgridRelProfile.R . canonize.R . checklogicalbounds.R . condaxialS2fromg.R . constrOptimR.R . constrSymOrRefl.R . constrSymOrReflWrapper.R . conversionsFromCanon.R . coresWrapper.R . eps.R . euclidian.R . findReplicates.R . findglobalMLE.R . fitinbounds.R . formatName.R . from2Ns2Tocanon.R . fromFONKtoanyspace.R . fromFields.R . generateInitpts.R . generateNewPoints.R . generateNextpointsfromCI.R . generatePredictor.R . greedyMAXMINwithFixed.R . gridfn.R . groot.R . handlesPointAtEdge.R . init_grid.R . isPointInCHull.R . islogscale.R . isoline.R . knotsFromLRTlist.R . knotsFromProfileEdges.R . makeplot.R . makeplottypes.R . maketicks.R . mantissExp.R . massBarycenter.R . matchVertCons.R . maximizeOK.R . message.redef.R . messageNAMED.R . myprettyW.R . optimWrapper.R . overmessage.R . plot.Kriglistplus.R . plot.OKrig.R . plot.slice.R . predict.Kriglistplus.R . predict.OKrig.R . predict.surface.redef.R . prepareData.R . preprocessOKoptions.R . prettyNamedUserValues.R . prettyPlotMain.R . prettyUserValues.R . prettynum.R . print.OKrig.R . profile.R . profileFn.R . provideCovFnParams.R . provideDevice.R . providePlotFile.R . providefullhull.R . prune_by_dist.R . purefn.R . rawProfiles.R . redundant.addVeq.R . resetCHull.R . rhull.R . safeSurface.Krig.R . sampleByResp.R . savePredictor.R . scdd.addHline.R . selectFn.R . stop.redef.R . stripclosestpairs.R . stripclosestpairsWrapper.R . subHullWrapper.R . surface.OKrig.R . symmetricKnots.R . toUserValues.R . tofKpredict.nohull.R . tofullKrigingspace.R . userunit.R . verticesBarycenter.R . volTriangulation.R . volTriangulationWrapper.R . vrac.R . writeCleanNAMED.R . writeFinalInfo.R . writeoutput.R . zoomProfile.R .  Full blackbox package functions and examples
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