Reference manual

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install.packages("randomForest")

4.7-1.2 by Andy Liaw, 3 months ago


https://www.stat.berkeley.edu/~breiman/RandomForests/


Browse source code at https://github.com/cran/randomForest


Authors: Leo Breiman [aut] (Fortran original) , Adele Cutler [aut] (Fortran original) , Andy Liaw [aut, cre] (R port) , Matthew Wiener [aut] (R port)


Documentation:   PDF Manual  


GPL (>= 2) license


Depends on stats

Suggests RColorBrewer, MASS


Imported by ARTtransfer, AutoScore, BAGofT, BASiNET, BASiNETEntropy, BWGS, C443, CALIBERrfimpute, CERFIT, CRE, CompMix, CondIndTests, DMTL, DeepLearningCausal, EFS, EnsembleBase, EpiSemble, ExpImage, FFTrees, FSelector, FateID, FeatureTerminatoR, ForestDisc, GB5mcPred, GIC, GMDH2, GiniDistance, HaploCatcher, ImHD, ImML, LINselect, LSDirf, LongituRF, MBMethPred, MSclassifR, MUVR2, ModTools, Modeler, NCSampling, NicheBarcoding, OOBCurve, ORION, OTE, OncoSubtype, OpEnHiMR, POPInf, PheVis, PredPsych, REPTILE, RFclust, RFlocalfdr, RPtests, RSDA, RTextTools, RaSEn, RaceID, RandomForestsGLS, RclusTool, Ricrt, Rtrack, SDMtune, SSDM, STGS, Sstack, SweepDiscovery, SynDI, TIGERr, TSPred, TriMatch, VMDML, VSURF, WMAP, WaveletRF, aLFQ, aRtsy, aVirtualTwins, aloom, assignPOP, banter, binomialRF, cem, classmap, countSTAR, cpfa, cpt, curvir, daltoolbox, dendroTools, dmlalg, driveR, easyalluvial, ebmc, fuzzyforest, gamclass, geomod, ggscidca, iimi, imputeMissings, ipd, ivitr, kernelFactory, less, m2b, metaEnsembleR, microbial, mikropml, missForest, mlearning, mlmts, mlquantify, mt, needmining, nlcv, nlnet, nonet, nonlinearICP, nproc, omu, optBiomarker, pRF, pathwayTMB, pdi, permimp, pheble, pomodoro, practicalSigni, psica, rQSAR, randomForestExplainer, randomForestVIP, rasclass, rfPermute, rgnoisefilt, riAFTBART, rjaf, rminer, scorecardModelUtils, seer, sigInt, simputation, smdi, sovereign, spikeslab, spm, spm2, stablelearner, statVisual, steprf, synthesizer, synthpop, tRigon, tashu, traineR, visaOTR, visualpred, vita, waves, xLLiM.

Depended on by EPX, JQL, MPV, MixRF, ModelMap, SpatialML, UBL, alookr, bartMachine, conformalClassification, ggRandomForests, interpretR, quantregForest, regclass, rfVarImpOOB, rfviz, varSelRF, vtype.

Suggested by A3, AzureContainers, BatchExperiments, BiodiversityR, Boruta, CAST, ConfusionTableR, DAAG, ENMTools, ExplainPrediction, FAST.R, FRESA.CAD, FSelectorRcpp, GROAN, HSAUR, HSAUR2, HSAUR3, ICEbox, IRon, MLPUGS, MachineShop, MatchIt, OpenML, PhysicalActivity, RLT, RStoolbox, SSLR, SmartMeterAnalytics, SuperLearner, TunePareto, acumos, auditor, biomod2, breakDown, butcher, caret, caretEnsemble, cat2cat, ceterisParibus, conTree, condvis2, cornet, counterfactuals, creditmodel, cvms, dismo, dissever, dlookr, doMPI, dsld, dyn, e1071, ecospat, ecr, evalITR, explore, fdm2id, featurefinder, flowml, foreach, forecastML, forestControl, forestError, fscaret, gfoRmula, ggResidpanel, hdcate, iBreakDown, iml, ipred, localICE, localModel, lolR, lulcc, mboost, memoria, metamicrobiomeR, mice, microeco, mlr, mlrCPO, mlrMBO, mlrintermbo, modeltime, mosaicModel, multivarious, nestedcv, nlpred, oosse, origami, pander, parameters, parcats, party, partykit, pctax, pdp, performance, performanceEstimation, pmml, posterior, probably, purge, qeML, r2pmml, rSAFE, rattle, raw, riskRegression, seAMLess, see, sentometrics, shapper, shipunov, sits, stars, stratamatch, strip, subsemble, superMICE, swag, text, tidyAML, tidyfit, tidypredict, tornado, tree.interpreter, treeshap, triplot, utiml, vivid, vivo, webSDM, wsrf, xgrove, yaImpute.

Enhanced by klaR, vip.


See at CRAN