A fast implementation of Random Forests, particularly suited for high dimensional data. Ensembles of classification, regression, survival and probability prediction trees are supported. Data from genome-wide association studies can be analyzed efficiently. In addition to data frames, datasets of class 'gwaa.data' (R package 'GenABEL') and 'dgCMatrix' (R package 'Matrix') can be directly analyzed.
| Reverse depends: | causalweight,ClassificationEnsembles,Iscores,LogisticEnsembles,multimedia,OptHoldoutSize,PKLMtest,RfEmpImp,SPARRAfairness,tuneRanger |
| Reverse imports: | ADAPTS,alookr,AmpGram,AmyloGram,AnimalSequences,arf,AWAggregator,Boruta,C443,CancerGram,CaseBasedReasoning,CCI,ClassifyR,collinear,comets,CompositionalML,CoxAIPW,crossurr,ddecompose,ddml,discSurv,drpop,e2tree,EFAfactors,enmSdmX,fairadapt,flevr,fuzzylink,gapclosing,geomod,GRSxE,handwriterRF,hedgedrf,hpiR,hypoRF,influential,Infusion,ipd,IVDML,ldmppr,memoria,metaforest,meteo,miceRanger,missForest,missForestPredict,missRanger,mistyR,MLDataR,MLFS,mlmts,MRTAnalysis,MSiP,multiclassPairs,MUVR2,ocf,OOBCurve,optRF,orf,outForest,phenomis,PND.heter.cluster,poolVIM,PrInCE,quantregRanger,randomForestExplainer,RaSEn,RCAS,REMP,rfinterval,RFlocalfdr,rfVarImpOOB,rfvimptest,riskRegression,rjaf,rmweather,RNAmodR.ML,RobustPrediction,roseRF,RPIV,sambia,scDiagnostics,scHiCcompare,SCORPIUS,SEMdeep,seqimpute,shadowVIMP,simPop,SISIR,SLOS,solitude,spatialRF,spFSR,spm,stablelearner,Statial,StratifiedMedicine,subscreen,synthpop,tall,TangledFeatures,text2emotion,text2sdg,tramicp,TSCI,tsensembler,ubair,utsf,vaccine,VIM,VIMPS,viraldomain,viralmodels,worcs |
| Reverse suggests: | arenar,autostats,batchtools,biotmle,bnns,breakDown,butcher,CALIBERrfimpute,CausalGPS,cdgd,CimpleG,confcons,cpi,DALEX,DALEXtra,decoupleR,DeepLearningCausal,DirectEffects,dlookr,DoubleML,drifter,dynwrap,ENMTools,explainer,FactorHet,fairmodels,familiar,fastml,fastshap,filtro,finetune,fmeffects,forestControl,fuseMLR,GenericML,HPLB,iBreakDown,iml,important,ingredients,innsight,knockoff,lime,lmtp,MachineShop,MantaID,mcboost,micd,mice,miesmuschel,mllrnrs,mlr,mlr3fairness,mlr3learners,mlr3mbo,mlr3pipelines,mlr3shiny,mlr3spatial,mlr3summary,mlr3superlearner,mlr3tuningspaces,mlr3viz,mlrCPO,mlrintermbo,mlsurvlrnrs,MLwrap,modelDown,modelStudio,MSclassifR,multiDEGGs,nestedcv,nlpred,parsnip,pathMED,pdp,PieGlyph,pminternal,polle,PortfolioTesteR,postcard,purge,qeML,RobinCar,SAiVE,SDModels,sense,sirus,soilassessment,sperrorest,spmodel,stacks,SuperLearner,survex,targeted,tdarec,text,tidyAML,tidypredict,tidysdm,tidysynthesis,topdownr,tram,transportr,tree.interpreter,txshift,varImp,vetiver,vimp,vivid,VSURF |
| Reverse enhances: | vip |