Package: mlr3extralearners 1.5.2

Sebastian Fischer

mlr3extralearners: Extra Learners For mlr3

Extra learners for use in mlr3.

Authors:Raphael Sonabend [aut], Patrick Schratz [aut], Lorenz A. Kapsner [ctb], Lennart Schneider [ctb], Stephen A Lauer [ctb], Pierre Camilleri [ctb], Javier García [ctb], Keenan Ganz [ctb], Byron Jaeger [ctb], Sebastian Fischer [cre, aut], Zezhi Wang [ctb], John Zobolas [aut], Lukas Burk [ctb], Lona Koers [ctb], Anna Nazarova [ctb], Baisu Zhou [ctb], Marc Becker [ctb], Nikolai German [ctb], Alexander Winterstetter [ctb], Imad El Badisy [ctb]

mlr3extralearners_1.5.2.tar.gz
mlr3extralearners_1.5.2.zip(r-4.7)mlr3extralearners_1.5.2.zip(r-4.6)mlr3extralearners_1.5.2.zip(r-4.5)
mlr3extralearners_1.5.2.tgz(r-4.6-any)mlr3extralearners_1.5.2.tgz(r-4.5-any)
mlr3extralearners_1.5.2.tar.gz(r-4.7-any)mlr3extralearners_1.5.2.tar.gz(r-4.6-any)
mlr3extralearners_1.5.2.tgz(r-4.6-emscripten)
manual.pdf |manual.html
card.svg |card.png
mlr3extralearners/json (API)
NEWS

# Install 'mlr3extralearners' in R:
install.packages('mlr3extralearners', repos = c('https://mlr-org.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/mlr-org/mlr3extralearners/issues

Pkgdown/docs site:https://mlr3extralearners.mlr-org.com

On CRAN:

Conda:

machine-learningmlr3

9.99 score 115 stars 720 scripts 184 exports 118 dependencies

Last updated from:ad16c88219 (on v1.5.2). Checks:7 ERROR, 2 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64ERROR2193
source / vignettesOK524
linux-release-x86_64ERROR2078
macos-release-arm64ERROR1289
macos-oldrel-arm64ERROR1195
windows-develERROR1953
windows-releaseERROR2134
windows-oldrelERROR1930
wasm-releaseOK321

Exports:install_learnerslearner_is_runnableLearnerClassifAbessLearnerClassifAdabagLearnerClassifAdaBoostingLearnerClassifAdaBoostM1LearnerClassifBartLearnerClassifBayesNetLearnerClassifBlockForestLearnerClassifBstLearnerClassifC50LearnerClassifCatboostLearnerClassifCForestLearnerClassifCTreeLearnerClassifDbnDNNLearnerClassifDecisionStumpLearnerClassifDecisionTableLearnerClassifDiagLdaLearnerClassifEarthLearnerClassifEvtreeLearnerClassifExhaustiveSearchLearnerClassifFastaiLearnerClassifFNNLearnerClassifGamLearnerClassifGAMBoostLearnerClassifGaussprLearnerClassifGBMLearnerClassifGLMBoostLearnerClassifGlmerLearnerClassifH2ODeeplearningLearnerClassifH2OGBMLearnerClassifH2OGLMLearnerClassifH2ORandomForestLearnerClassifIBkLearnerClassifImbalancedRandomForestSRCLearnerClassifJ48LearnerClassifJRipLearnerClassifKnnLearnerClassifKStarLearnerClassifKSVMLearnerClassifLiblineaRLearnerClassifLightGBMLearnerClassifLMTLearnerClassifLogisticLearnerClassifLSSVMLearnerClassifLvq1LearnerClassifMdaLearnerClassifMdebLearnerClassifMLPLearnerClassifMobLearnerClassifMultilayerPerceptronLearnerClassifNaiveBayesMultinomialLearnerClassifNaiveBayesWekaLearnerClassifNCVregLearnerClassifNeuralnetLearnerClassifNNTrainLearnerClassifObliqueRandomForestLearnerClassifOneRLearnerClassifPARTLearnerClassifPenalizedLearnerClassifPlsdaCaretLearnerClassifPolyFitLearnerClassifPriorityLassoLearnerClassifRandomForestLearnerClassifRandomForestSRCLearnerClassifRandomForestWekaLearnerClassifRandomTreeLearnerClassifRdaLearnerClassifREPTreeLearnerClassifRfernsLearnerClassifRotationForestLearnerClassifSaeDNNLearnerClassifSdaLearnerClassifSdldaLearnerClassifSGDLearnerClassifSimpleLogisticLearnerClassifSMOLearnerClassifSparseLDALearnerClassifStepPlrLearnerClassifTabPFNLearnerClassifVotedPerceptronLearnerCompRisksCoxboostLearnerCompRisksRandomForestSRCLearnerRegrAbessLearnerRegrBartLearnerRegrBcartLearnerRegrBgpLearnerRegrBgpllmLearnerRegrBlmLearnerRegrBlockForestLearnerRegrBotorchFullyBayesianLearnerRegrBotorchMixedSingleTaskGPLearnerRegrBotorchSingleTaskGPLearnerRegrBrnnLearnerRegrBstLearnerRegrBtgpLearnerRegrBtgpllmLearnerRegrBtlmLearnerRegrCatboostLearnerRegrCForestLearnerRegrCrsLearnerRegrCTreeLearnerRegrCubistLearnerRegrDecisionStumpLearnerRegrDecisionTableLearnerRegrEarthLearnerRegrEvtreeLearnerRegrExhaustiveSearchLearnerRegrFNNLearnerRegrFrbsLearnerRegrGamLearnerRegrGAMBoostLearnerRegrGaussianProcessesLearnerRegrGaussprLearnerRegrGBMLearnerRegrGlmLearnerRegrGLMBoostLearnerRegrGPfitLearnerRegrH2ODeeplearningLearnerRegrH2OGBMLearnerRegrH2OGLMLearnerRegrH2ORandomForestLearnerRegrIBkLearnerRegrKStarLearnerRegrKSVMLearnerRegrLaGPLearnerRegrLiblineaRLearnerRegrLightGBMLearnerRegrLinearRegressionLearnerRegrLmerLearnerRegrM5PLearnerRegrM5RulesLearnerRegrMarsLearnerRegrMobLearnerRegrMQGamLearnerRegrMultilayerPerceptronLearnerRegrNCVregLearnerRegrObliqueRandomForestLearnerRegrPcrLearnerRegrPenalizedLearnerRegrPlsrLearnerRegrPolyLearnerRegrPriorityLassoLearnerRegrQGamLearnerRegrRandomForestLearnerRegrRandomForestSRCLearnerRegrRandomForestWekaLearnerRegrRandomTreeLearnerRegrREPTreeLearnerRegrRRFLearnerRegrRSMLearnerRegrRVMLearnerRegrSGDLearnerRegrSimpleLinearRegressionLearnerRegrSMOregLearnerRegrTabPFNLearnerSurvAorsfLearnerSurvBlackBoostLearnerSurvBlockForestLearnerSurvCForestLearnerSurvCoxboostLearnerSurvCTreeLearnerSurvCVCoxboostLearnerSurvCVGlmnetLearnerSurvDNNLearnerSurvFlexRegLearnerSurvFlexSplineLearnerSurvGAMBoostLearnerSurvGamCoxLearnerSurvGBMLearnerSurvGLMBoostLearnerSurvGlmnetLearnerSurvLearnerSurvBARTLearnerSurvMBoostLearnerSurvNCVsurvLearnerSurvNelsonLearnerSurvPenalizedLearnerSurvPriorityLassoLearnerSurvRandomForestSRCLearnerSurvRangerLearnerSurvSVMLearnerSurvXgboostAFTLearnerSurvXgboostCoxlist_mlr3learners

Dependencies:backportsbase64encbslibcachemcheckmatecliclustercmprskcodetoolscolorspacecpp11data.tablediagramdictionar6digestdistr6doParallelevaluatefarverfastmapfontawesomeforeachforeignFormulafsfuturefuture.applyggplot2glmnetglobalsgluegridExtragtablehighrHmischtmlTablehtmltoolshtmlwidgetsisobanditeratorsjquerylibjsonliteKernSmoothknitrlabelinglatticelavalgrlifecyclelistenvmagrittrMASSMatrixMatrixModelsmemoisemetsmimemiraimlbenchmlr3mlr3cmprskmlr3measuresmlr3miscmlr3pipelinesmlr3probamultcompmvtnormnanonextnlmennetnumDerivooplahpalmerpenguinsparadoxparallellyparam6plotrixpolsplineprodlimprogressrPRROCPublishquantregR6rangerrappdirsRColorBrewerRcppRcppArmadilloRcppEigenriskRegressionrlangrmarkdownrmsrpartrstudioapiS7sandwichsassscalesset6shapeSparseMSQUAREMstringistringrsurvdistrsurvivalTH.datatimeregtinytexuuidvctrsviridisLitewithrxfunyamlzoo

Common Issues when Creating a new Learner

Rendered fromcommon_issues.Rmdusingknitr::rmarkdownon May 22 2026.

Last update: 2025-08-19
Started: 2024-08-13

Creating a new Learner

Rendered fromextending.Rmdusingknitr::rmarkdownon May 22 2026.

Last update: 2026-02-03
Started: 2023-06-26

Readme and manuals

Help Manual

Help pageTopics
mlr3extralearners: Extra Learners For mlr3mlr3extralearners-package mlr3extralearners
Assert Python Packagesassert_python_packages
Install Learner Dependenciesinstall_learners
List Learners in mlr3verselist_mlr3learners
Classification Abess LearnerLearnerClassifAbess mlr_learners_classif.abess
Classification Boosting LearnerLearnerClassifAdaBoosting mlr_learners_classif.ada
Classification Boosting LearnerLearnerClassifAdabag mlr_learners_classif.adabag
Classification AdaBoostM1 LearnerLearnerClassifAdaBoostM1 mlr_learners_classif.AdaBoostM1
Oblique Random Forest ClassifierLearnerClassifObliqueRandomForest mlr_learners_classif.aorsf
Classification BART (Bayesian Additive Regression Trees) LearnerLearnerClassifBart mlr_learners_classif.bart
Classification Bayes Network LearnerLearnerClassifBayesNet mlr_learners_classif.bayes_net
BlockForest Classification LearnerLearnerClassifBlockForest mlr_learners_classif.blockforest
Classification Gradient Boosting LearnerLearnerClassifBst mlr_learners_classif.bst
Classification C5.0 LearnerLearnerClassifC50 mlr_learners_classif.C50
Gradient Boosted Decision Trees Classification LearnerLearnerClassifCatboost mlr_learners_classif.catboost
Classification Conditional Random Forest LearnerLearnerClassifCForest mlr_learners_classif.cforest
Classification Conditional Inference Tree LearnerLearnerClassifCTree mlr_learners_classif.ctree
Cross-Validated MCP- or SCAD-penalized Classification LearnerLearnerClassifNCVreg mlr_learners_classif.cv_ncvreg
Deep Neural Network with DBN Pretraining LearnerLearnerClassifDbnDNN mlr_learners_classif.dbnDNN
Classification Decision Stump LearnerLearnerClassifDecisionStump mlr_learners_classif.decision_stump
Classification Decision Table LearnerLearnerClassifDecisionTable mlr_learners_classif.decision_table
Classification Diagonal Linear Discriminant Analysis LearnerLearnerClassifDiagLda mlr_learners_classif.dlda
Classification MARS (Multivariate Adaptive Regression Splines) LearnerLearnerClassifEarth mlr_learners_classif.earth
Classification Decision Tree LearnerLearnerClassifEvtree mlr_learners_classif.evtree
Logistic Regression with Exhaustive SearchLearnerClassifExhaustiveSearch mlr_learners_classif.exhaustive_search
Classification Neural Network LearnerLearnerClassifFastai mlr_learners_classif.fastai
Fast Nearest Neighbour ClassificationLearnerClassifFNN mlr_learners_classif.fnn
Classification Generalized Additive Model LearnerLearnerClassifGam mlr_learners_classif.gam
Boosted Generalized Additive Classification LearnerLearnerClassifGAMBoost mlr_learners_classif.gamboost
Classification Gaussian Process LearnerLearnerClassifGausspr mlr_learners_classif.gausspr
Gradient Boosting Classification LearnerLearnerClassifGBM mlr_learners_classif.gbm
Boosted Generalized Linear Classification LearnerLearnerClassifGLMBoost mlr_learners_classif.glmboost
Classification Linear Mixed Effect LearnerLearnerClassifGlmer mlr_learners_classif.glmer
Classification H2O Deep Learning LearnerLearnerClassifH2ODeeplearning mlr_learners_classif.h2o.deeplearning
Classification H2O GBM LearnerLearnerClassifH2OGBM mlr_learners_classif.h2o.gbm
Classification H2O GLM LearnerLearnerClassifH2OGLM mlr_learners_classif.h2o.glm
Classification H2O Random Forest LearnerLearnerClassifH2ORandomForest mlr_learners_classif.h2o.randomForest
Classification IBk LearnerLearnerClassifIBk mlr_learners_classif.IBk
Classification Imbalanced Random Forest Src LearnerLearnerClassifImbalancedRandomForestSRC mlr_learners_classif.imbalanced_rfsrc
Classification J48 LearnerLearnerClassifJ48 mlr_learners_classif.J48
Classification JRip LearnerLearnerClassifJRip mlr_learners_classif.JRip
Classification K-nearest Neighbour LearnerLearnerClassifKnn mlr_learners_classif.knn
Classification KStar LearnerLearnerClassifKStar mlr_learners_classif.kstar
Classification Kernlab Support Vector MachineLearnerClassifKSVM mlr_learners_classif.ksvm
LiblineaR Classification LearnerLearnerClassifLiblineaR mlr_learners_classif.liblinear
Classification LightGBM LearnerLearnerClassifLightGBM mlr_learners_classif.lightgbm
Classification Logistic Model Trees LearnerLearnerClassifLMT mlr_learners_classif.LMT
Classification Logistic Regression LearnerLearnerClassifLogistic mlr_learners_classif.logistic
Classification Least Squares Support Vector Machine LearnerLearnerClassifLSSVM mlr_learners_classif.lssvm
Classification Learning Vector Quantization 1LearnerClassifLvq1 mlr_learners_classif.lvq1
Classification Discriminant Analysis LearnerLearnerClassifMda mlr_learners_classif.mda
Classification Linear Discriminant Analysis LearnerLearnerClassifMdeb mlr_learners_classif.mdeb
Classification Multilayer Perceptron LearnerLearnerClassifMLP mlr_learners_classif.mlp
Classification Model-based Recursive Partitioning LearnerLearnerClassifMob mlr_learners_classif.mob
Classification MultilayerPerceptron LearnerLearnerClassifMultilayerPerceptron mlr_learners_classif.multilayer_perceptron
Classification Multinomial Naive Bayes Learner From WekaLearnerClassifNaiveBayesMultinomial mlr_learners_classif.naive_bayes_multinomial
Classification Naive Bayes Learner From WekaLearnerClassifNaiveBayesWeka mlr_learners_classif.naive_bayes_weka
Classification Neural Network LearnerLearnerClassifNeuralnet mlr_learners_classif.neuralnet
Classification Neural Network LearnerLearnerClassifNNTrain mlr_learners_classif.nnTrain
Classification OneR LearnerLearnerClassifOneR mlr_learners_classif.OneR
Classification PART LearnerLearnerClassifPART mlr_learners_classif.PART
Classification L1 and L2 Penalized LearnerLearnerClassifPenalized mlr_learners_classif.penalized
Partial Least Squares Discriminant Analysis LearnerLearnerClassifPlsdaCaret mlr_learners_classif.plsdaCaret
Polynomial GLM LearnerLearnerClassifPolyFit mlr_learners_classif.polyFit
Classification Priority Lasso LearnerLearnerClassifPriorityLasso mlr_learners_classif.priority_lasso
Classification Random Forest Learner from WekaLearnerClassifRandomForestWeka mlr_learners_classif.random_forest_weka
Classification Random Tree LearnerLearnerClassifRandomTree mlr_learners_classif.random_tree
Classification Random Forest LearnerLearnerClassifRandomForest mlr_learners_classif.randomForest
Classification Discriminant Analysis LearnerLearnerClassifRda mlr_learners_classif.rda
Classification Decision Tree LearnerLearnerClassifREPTree mlr_learners_classif.reptree
Random Ferns Classification LearnerLearnerClassifRferns mlr_learners_classif.rFerns
Classification Random Forest SRC LearnerLearnerClassifRandomForestSRC mlr_learners_classif.rfsrc
Classification Rotation Forest LearnerLearnerClassifRotationForest mlr_learners_classif.rotationForest
Classification Stacked Autoencoder Deep Neural Network LearnerLearnerClassifSaeDNN mlr_learners_classif.saeDNN
Shrinkage Discriminant AnalysisLearnerClassifSda mlr_learners_classif.sda
Classification Linear Discriminant Analysis LearnerLearnerClassifSdlda mlr_learners_classif.sdlda
Classification Stochastic Gradient Descent LearnerLearnerClassifSGD mlr_learners_classif.sgd
Classification SimpleLogistic LearnerLearnerClassifSimpleLogistic mlr_learners_classif.simple_logistic
Classification Support Vector Machine LearnerLearnerClassifSMO mlr_learners_classif.smo
Sparse Discriminant AnalysisLearnerClassifSparseLDA mlr_learners_classif.sparseLDA
Classification Logistic Regression LearnerLearnerClassifStepPlr mlr_learners_classif.stepPlr
TabPFN Classification LearnerLearnerClassifTabPFN mlr_learners_classif.tabpfn
Classification Voted Perceptron LearnerLearnerClassifVotedPerceptron mlr_learners_classif.voted_perceptron
Competing Risks Cox Learner with Likelihood Based BoostingLearnerCompRisksCoxboost mlr_learners_cmprsk.coxboost
Random Forest Competing Risks LearnerLearnerCompRisksRandomForestSRC mlr_learners_cmprsk.rfsrc
Regression Abess LearnerLearnerRegrAbess mlr_learners_regr.abess
Oblique Random Forest RegressorLearnerRegrObliqueRandomForest mlr_learners_regr.aorsf
Regression BART (Bayesian Additive Regression Trees) LearnerLearnerRegrBart mlr_learners_regr.bart
Regression Bayesian CART LearnerLearnerRegrBcart mlr_learners_regr.bcart
Regression Bayesian Gaussian Process LearnerLearnerRegrBgp mlr_learners_regr.bgp
Regression Bayesian Gaussian Process LLM LearnerLearnerRegrBgpllm mlr_learners_regr.bgpllm
Regression Bayesian Linear Model LearnerLearnerRegrBlm mlr_learners_regr.blm
BlockForest Regression LearnerLearnerRegrBlockForest mlr_learners_regr.blockforest
BoTorch Fully Bayesian SingleTaskGP Regression LearnerLearnerRegrBotorchFullyBayesian mlr_learners_regr.botorch_fullybayesian
BoTorch MixedSingleTaskGP Regression LearnerLearnerRegrBotorchMixedSingleTaskGP mlr_learners_regr.botorch_mixedsingletaskgp
BoTorch SingleTaskGP Regression LearnerLearnerRegrBotorchSingleTaskGP mlr_learners_regr.botorch_singletaskgp
Regression Neural Network LearnerLearnerRegrBrnn mlr_learners_regr.brnn
Regression Gradient Boosting LearnerLearnerRegrBst mlr_learners_regr.bst
Regression Bayesian Treed Gaussian Process LearnerLearnerRegrBtgp mlr_learners_regr.btgp
Regression Bayesian Treed Gaussian Process LLM LearnerLearnerRegrBtgpllm mlr_learners_regr.btgpllm
Regression Bayesian Treed Linear Model LearnerLearnerRegrBtlm mlr_learners_regr.btlm
Gradient Boosted Decision Trees Regression LearnerLearnerRegrCatboost mlr_learners_regr.catboost
Regression Conditional Random Forest LearnerLearnerRegrCForest mlr_learners_regr.cforest
Regression Splines LearnerLearnerRegrCrs mlr_learners_regr.crs
Regression Conditional Inference Tree LearnerLearnerRegrCTree mlr_learners_regr.ctree
Regression Cubist LearnerLearnerRegrCubist mlr_learners_regr.cubist
Cross-Validated MCP- or SCAD-penalized Regression LearnerLearnerRegrNCVreg mlr_learners_regr.cv_ncvreg
Regression Decision Stump LearnerLearnerRegrDecisionStump mlr_learners_regr.decision_stump
Regression Decision Table LearnerLearnerRegrDecisionTable mlr_learners_regr.decision_table
Implementation of Multivariate Adaptive Regression SplinesLearnerRegrEarth mlr_learners_regr.earth
Regression Decision Tree LearnerLearnerRegrEvtree mlr_learners_regr.evtree
Linear Regression with Exhaustive SearchLearnerRegrExhaustiveSearch mlr_learners_regr.exhaustive_search
Regression Fast Nearest Neighbor Search LearnerLearnerRegrFNN mlr_learners_regr.fnn
Regression Fuzzy Rule-based System LearnerLearnerRegrFrbs mlr_learners_regr.frbs
Regression Generalized Additive Model LearnerLearnerRegrGam mlr_learners_regr.gam
Boosted Generalized Additive Regression LearnerLearnerRegrGAMBoost mlr_learners_regr.gamboost
Regression Gaussian Processes Learner From WekaLearnerRegrGaussianProcesses mlr_learners_regr.gaussian_processes
Regression Gaussian Process LearnerLearnerRegrGausspr mlr_learners_regr.gausspr
Regression Gradient Boosting Machine LearnerLearnerRegrGBM mlr_learners_regr.gbm
Generalized Linear RegressionLearnerRegrGlm mlr_learners_regr.glm
Boosted Generalized Linear Regression LearnerLearnerRegrGLMBoost mlr_learners_regr.glmboost
Regression Gaussian Process Learner (GPfit)LearnerRegrGPfit mlr_learners_regr.gpfit
Regression H2O Deep Learning LearnerLearnerRegrH2ODeeplearning mlr_learners_regr.h2o.deeplearning
Regression H2O GBM LearnerLearnerRegrH2OGBM mlr_learners_regr.h2o.gbm
Generalized Linear Regression H2O LearnerLearnerRegrH2OGLM mlr_learners_regr.h2o.glm
Regression H2O Random Forest LearnerLearnerRegrH2ORandomForest mlr_learners_regr.h2o.randomForest
Regression IBk LearnerLearnerRegrIBk mlr_learners_regr.IBk
Regression KStar LearnerLearnerRegrKStar mlr_learners_regr.kstar
Regression Kernlab Support Vector MachineLearnerRegrKSVM mlr_learners_regr.ksvm
Regression Local Approximate Gaussian Process LearnerLearnerRegrLaGP mlr_learners_regr.laGP
L2-Regularized Support Vector Regression LearnerLearnerRegrLiblineaR mlr_learners_regr.liblinear
Regression LightGBM LearnerLearnerRegrLightGBM mlr_learners_regr.lightgbm
Regression Linear Regression Learner From WekaLearnerRegrLinearRegression mlr_learners_regr.linear_regression
Regression Linear Mixed Effects LearnerLearnerRegrLmer mlr_learners_regr.lmer
Regression M5P LearnerLearnerRegrM5P mlr_learners_regr.m5p
Regression M5Rules LearnerLearnerRegrM5Rules mlr_learners_regr.M5Rules
Regression Mars LearnerLearnerRegrMars mlr_learners_regr.mars
Regression Model-based Recursive Partitioning LearnerLearnerRegrMob mlr_learners_regr.mob
Generalized Additive Quantile Regression Model for Multiple QuantilesLearnerRegrMQGam mlr_learners_regr.mqgam
Regression MultilayerPerceptron LearnerLearnerRegrMultilayerPerceptron mlr_learners_regr.multilayer_perceptron
Principal Component Regression LearnerLearnerRegrPcr mlr_learners_regr.pcr
Regression L1 and L2 Penalized LearnerLearnerRegrPenalized mlr_learners_regr.penalized
Partial Least Squares RegressionLearnerRegrPlsr mlr_learners_regr.plsr
Polynomial Regression LearnerLearnerRegrPoly mlr_learners_regr.polyFit
Regression Priority Lasso LearnerLearnerRegrPriorityLasso mlr_learners_regr.priority_lasso
Generalized Additive Quantile Regression ModelLearnerRegrQGam mlr_learners_regr.qgam
Regression Random Forest Learner from WekaLearnerRegrRandomForestWeka mlr_learners_regr.random_forest_weka
Regression Random Tree LearnerLearnerRegrRandomTree mlr_learners_regr.random_tree
Regression Random Forest LearnerLearnerRegrRandomForest mlr_learners_regr.randomForest
Regression Decision Tree LearnerLearnerRegrREPTree mlr_learners_regr.reptree
Regression Random Forest SRC LearnerLearnerRegrRandomForestSRC mlr_learners_regr.rfsrc
Regression Regularized Random Forest LearnerLearnerRegrRRF mlr_learners_regr.RRF
Regression Response Surface Model LearnerLearnerRegrRSM mlr_learners_regr.rsm
Regression Relevance Vector Machine LearnerLearnerRegrRVM mlr_learners_regr.rvm
Regression Stochastic Gradient Descent LearnerLearnerRegrSGD mlr_learners_regr.sgd
Regression SimpleLinearRegression Learner from WekaLearnerRegrSimpleLinearRegression mlr_learners_regr.simple_linear_regression
Regression Support Vector Machine LearnerLearnerRegrSMOreg mlr_learners_regr.smo_reg
TabPFN Regression LearnerLearnerRegrTabPFN mlr_learners_regr.tabpfn
Accelerated Oblique Random Survival Forest LearnerLearnerSurvAorsf mlr_learners_surv.aorsf
Survival Bayesian Additive Regression Trees LearnerLearnerSurvLearnerSurvBART mlr_learners_surv.bart
Gradient Boosting with Regression Trees Survival LearnerLearnerSurvBlackBoost mlr_learners_surv.blackboost
BlockForest Survival LearnerLearnerSurvBlockForest mlr_learners_surv.blockforest
Survival Conditional Random Forest LearnerLearnerSurvCForest mlr_learners_surv.cforest
Survival Cox Model with Likelihood Based Boosting LearnerLearnerSurvCoxboost mlr_learners_surv.coxboost
Survival Conditional Inference Tree LearnerLearnerSurvCTree mlr_learners_surv.ctree
Survival Cox Model with Cross-Validation Likelihood Based Boosting LearnerLearnerSurvCVCoxboost mlr_learners_surv.cv_coxboost
Cross-Validated GLM with Elastic Net Regularization Survival LearnerLearnerSurvCVGlmnet mlr_learners_surv.cv_glmnet
Cross-Validated MCP- or SCAD-penalized Survival LearnerLearnerSurvNCVsurv mlr_learners_surv.cv_ncvsurv
Survival Flexible Parametric LearnerLearnerSurvFlexReg mlr_learners_surv.flexreg
Survival Flexible Parametric Spline LearnerLearnerSurvFlexSpline mlr_learners_surv.flexspline
Cox Proportional Hazards Generalized Additive LearnerLearnerSurvGamCox mlr_learners_surv.gam.cox
Boosted Generalized Additive Survival LearnerLearnerSurvGAMBoost mlr_learners_surv.gamboost
Survival Gradient Boosting Machine LearnerLearnerSurvGBM mlr_learners_surv.gbm
Boosted Generalized Linear Survival LearnerLearnerSurvGLMBoost mlr_learners_surv.glmboost
GLM with Elastic Net Regularization Survival LearnerLearnerSurvGlmnet mlr_learners_surv.glmnet
Boosted Generalized Additive Survival LearnerLearnerSurvMBoost mlr_learners_surv.mboost
Survival Nelson-Aalen Estimator LearnerLearnerSurvNelson mlr_learners_surv.nelson
Survival L1 and L2 Penalized Cox LearnerLearnerSurvPenalized mlr_learners_surv.penalized
Survival Priority Lasso LearnerLearnerSurvPriorityLasso mlr_learners_surv.priority_lasso
Ranger Survival LearnerLearnerSurvRanger mlr_learners_surv.ranger
Survival Random Forest SRC LearnerLearnerSurvRandomForestSRC mlr_learners_surv.rfsrc
SurvDNN Survival LearnerLearnerSurvDNN mlr_learners_surv.survdnn
Survival Support Vector Machine LearnerLearnerSurvSVM mlr_learners_surv.svm
Extreme Gradient Boosting AFT Survival LearnerLearnerSurvXgboostAFT mlr_learners_surv.xgboost.aft
Extreme Gradient Boosting Cox Survival LearnerLearnerSurvXgboostCox mlr_learners_surv.xgboost.cox