Learner Extension Packages

Source: vignettes/learners/additional-learners.Rmd

The following learners are shipped in their own packages to keep the {mlr3learners} package small. Not all of them have necessarily been developed by the mlr-org team. Some can possibly be maintained by external persons.

See the section in the {mlr3learners} README on how to add/request a new learner.

Resources for adding a new learner (summary)

Installation

Besides installing from GitHub via remotes::install_github() it is possible to have a CRAN-like installation via install.packages() by installing the learners from mlr3learners.drat (instructions in the README).

Approved

CI Status Metadata mlr3 Learner ID
R CMD Check via {tic}

Parameter Check 		mlr3learners.c50

Upstream function: C50::C5.0()

Maintainer: @henrifnk 		"classif.C5.0'
R CMD Check via {tic}

Parameter Check 		mlr3learners.coxboost

Upstream function: coxboost::coxboost()

coxboost::cv.coxboost

Maintainer: @RaphaelS1 		"surv.coxboost"

"surv.cvcoxboost"
R CMD Check via {tic}

Parameter Check 		mlr3learners.extratrees

Upstream function: extraTrees::extraTrees()

Maintainer: @be-marc 		"classif.extraTrees"

"regr.extraTrees"
R CMD Check via {tic}

Parameter Check 		mlr3learners.flexsurv

Upstream function: flexsurv::flexsurvspline()

Maintainer: @RaphaelS1 		"surv.flexible"
R CMD Check via {tic}

Parameter Check 		mlr3learners.fnn

Upstream function: FNN::knn()

Maintainer: @be-marc 		"classif.fnn"

"regr.fnn"
R CMD Check via {tic}

Parameter Check 		mlr3learners.gbm

Upstream function: gbm::gbm()

Maintainer: @be-marc 		"classif.gbm"

"regr.gbm"

"surv.gbm"
R CMD Check via {tic}

Parameter Check 		mlr3learners.gss

Upstream function: gss::ssden()

Maintainer: @RaphaelS1 		"dens.spline"
R CMD Check via {tic}

Parameter Check 		mlr3learners.kerdiest

Upstream function: kerdiest::kde()

Maintainer: @RaphaelS1 		"dens.kdeKD"
R CMD Check via {tic}

Parameter Check 		mlr3learners.kernlab

Upstream function: kernlab::ksvm()

Maintainer: @be-marc 		"classif.ksvm"

"regr.ksvm"
R CMD Check via {tic}

Parameter Check 		mlr3learners.ks

Upstream function: ks::kde()

Maintainer: @RaphaelS1 		"dens.kdeKS"
R CMD Check via {tic}

Parameter Check 		mlr3learners.locfit

Upstream function: locfit::density.lf()

Maintainer: @RaphaelS1 		"dens.locfit"
R CMD Check via {tic}

Parameter Check 		mlr3learners.liblinear

Upstream function: LiblineaR::LiblineaR()

Maintainer: @be-marc 		"classif.liblinearl1l2svc"

"classif.liblinearl1logreg"

"classif.liblinearl2l1svc"

"classif.liblinearl2l2svc"

"classif.liblinearl2logreg"

"classif.liblinearmulticlasssvc"

"regr.liblinearl2l1svr"

"regr.liblinearl2l2svr"
R CMD Check via {tic}

Parameter Check 		mlr3learners.logspline

Upstream function: logspline::logspline()

Maintainer: @RaphaelS1 		"surv.logspline"
R CMD Check via {tic}

Parameter Check 		mlr3learners.mboost

Upstream function: mboost::gamboost()
mboost::glmboost()

Maintainer: @be-marc 		"classif.gamboost"

"classif.glmboost"

"regr.gamboost"

"regr.glmboost"

"surv.blackboost"

"surv.gamboost"

"surv.glmboost"

"surv.mboost"
R CMD Check via {tic}

Parameter Check 		mlr3learners.np

Upstream function: np::npudens()

Maintainer: @RaphaelS1 		"dens.mixed"
R CMD Check via {tic}

Parameter Check 		mlr3learners.obliquersf

Upstream function: obliqueRSF::ORSF()

Maintainer: @RaphaelS1 		"surv.obliqueRSF"
R CMD Check via {tic}

Parameter Check 		mlr3learners.partytkit

Upstream function: partykit::ctree()
partykit::cforest()
partykit::mob()

Maintainer: @sumny 		"classif.ctree"

"regr.ctree"

"classif.cforest"

"regr.cforest"

"classif.mob"

"regr.mob"
R CMD Check via {tic}

Parameter Check 		mlr3learners.penalized

Upstream function: penalized::penalized()

Maintainer: @RaphaelS1 		"surv.penalized"
R CMD Check via {tic}

Parameter Check 		mlr3learners.pendensity

Upstream function: pendensity::pendensity()

Maintainer: @RaphaelS1 		"dens.pen"
R CMD Check via {tic}

Parameter Check 		mlr3learners.plugdensity

Upstream function: plugdensity::plugin.density()

Maintainer: @RaphaelS1 		"dens.plug"
R CMD Check via {tic}

Parameter Check 		mlr3learners.proba

Maintainer: @RaphaelS1 		"surv.akritas"

"surv.dnn"
R CMD Check via {tic}

Parameter Check 		mlr3learners.pycox

Upstream function: pycox.models.CoxTime
pycox.models.DeepHitSingle
pycox.models.CoxPH
pycox.models.LogisticHazard
pycox.models.PCHazard

Maintainer: @RaphaelS1 		"surv.coxtime"

"surv.deephit"

"surv.deepsurv"

"surv.loghaz"

"surv.pchazard"
R CMD Check via {tic}

Parameter Check 		mlr3learners.randomforest

Upstream function: randomForest::randomForest()

Maintainer: @pat-s 		"classif.randomForest"

"regr.randomForest"
R CMD Check via {tic}

Parameter Check 		mlr3learners.randomforestsrc

Upstream function: randomForestSRC::rfsrc()

Maintainer: @RaphaelS1 		"classif.rfsrc"

"regr.rfsrc"

"surv.rfsrc"
R CMD Check via {tic}

Parameter Check 		mlr3learners.rweka

Upstream function: RWeka::AdaBoostM1()
RWeka::IBk()
RWeka::J48()
RWeka::JRip()
RWeka::LMT()
RWeka::M5Rules()
RWeka::OneR()
RWeka::PART()

Maintainer: @henrifnk 		"classif.AdaBoostM1"

"classif.IBk"

"classif.J48"

"classif.JRip"

"classif.LMT"

"classif.OneR"

"classif.PART"

"regr.M5Rules"

"regr.IBk"
R CMD Check via {tic}

Parameter Check 		mlr3learners.sm

Upstream function: sm::sm.density()

Maintainer: @RaphaelS1 		"dens.nonpar"
R CMD Check via {tic}

Parameter Check 		mlr3learners.survival

Upstream function: survival::survfit()

survival::survreg()

Maintainer: @RaphaelS1 		"surv.nelson"

"surv.parametric"
R CMD Check via {tic}

Parameter Check 		mlr3learners.survivalsvm

Upstream function: survivalsvm::survivalsvm()

Maintainer: @RaphaelS1 		"surv.svm"

In Progress

CI Status Metadata mlr3 Learner ID
R CMD Check via {tic}

Parameter Check 		mlr3learners.countglm

Upstream function: stats::glm()

Maintainer: @pkopper 		"classif.countglm"

"regr.countglm"
R CMD Check via {tic}

Parameter Check 		mlr3learners.dbarts

Upstream function: dbarts::bart()

Maintainer: @ck37 		"classif.dbarts"

"regr.dbarts"
R CMD Check via {tic}

Parameter Check 		mlr3learners.h2o

Upstream function:
h2o:glm()

h2o:glmr()

h2o:gbm()

h2o:randomForest()

h2o:deeplearning()

Maintainer: @be-marc 		"classif.h2o.glm"

"classif.h2o.glmr"

"classif.h2o.gbm"

"classif.h2o.randomForest"

"classif.h2o.deeplearning"

"regr.h2o.glm"

"regr.h2o.glmr"

"regr.h2o.gbm"

"regr.h2o.randomForest"

"regr.h2o.deeplearning"
R CMD Check via {tic}

Parameter Check 		mlr3learners.lightgbm

Upstream function:
lightgbm::lgb.train()

Maintainer: @kapsner 		"classif.lgbm"

"regr.lgbm"
R CMD Check via {tic}

Parameter Check 		mlr3learners.nnet

Upstream function: nnet::nnet

Maintainer: @henrifnk 		"classif.nnet"
R CMD Check via {tic}

Parameter Check 		mlr3learners.rborist

Upstream function: Rborist::Rborist()

Maintainer: @pkopper 		"classif.Rborist"

"regr.Rborist"
R CMD Check via {tic}

Parameter Check 		mlr3learners.catboost

Upstream function: catboost::catboost.train()

catboost::catboost.predict()

Maintainer: @sumny 		"classif.catboost"

"regr.catboost"