Interface to a large number of classification and
regression techniques, including machine-readable parameter
descriptions. There is also an experimental extension for survival
analysis, clustering and general, example-specific cost-sensitive
learning. Generic resampling, including cross-validation,
bootstrapping and subsampling. Hyperparameter tuning with modern
optimization techniques, for single- and multi-objective problems.
Filter and wrapper methods for feature selection. Extension of basic
learners with additional operations common in machine learning, also
allowing for easy nested resampling. Most operations can be
parallelized.
backports (>= 1.1.0), BBmisc (>= 1.11), checkmate (>= 1.8.2),
data.table, ggplot2, methods, parallelMap (>= 1.3), stats,
stringi, survival, utils, XML
ada, adabag, bartMachine, batchtools, brnn, bst, C50, care,
caret (>= 6.0-57), class, clue, cluster, clusterSim (>=
0.44-5), clValid, cmaes, cowplot, CoxBoost, crs, Cubist,
deepnet, DiceKriging, DiscriMiner, e1071, earth, elasticnet,
emoa, evtree, extraTrees, fda.usc, FDboost, flare, FNN, fpc,
frbs, FSelector, FSelectorRcpp (>= 0.2.1), gbm, GenSA, ggpubr,
glmnet, GPfit, h2o (>= 3.6.0.8), Hmisc, hrbrthemes, irace (>=
2.0), kernlab, kknn, klaR, knitr, laGP, LiblineaR, lintr (>=
1.0.0.9001), liquidSVM, MASS, mboost, mco, mda, memoise,
mlbench, mldr, mlrMBO, mmpf, modeltools, mRMRe, neuralnet,
nnet, nodeHarvest (>= 0.7-3), numDeriv, pander, pamr, party,
penalized (>= 0.9-47), pls, PMCMR (>= 4.1), praznik (>= 5.0.0),
randomForest, randomForestSRC (>= 2.7.0), ranger (>= 0.8.0),
rappdirs, refund, rex, rFerns, rgenoud, rknn, rmarkdown, ROCR,
rotationForest, rpart, RRF, rrlda, rsm, RSNNS, RWeka, sda, sf,
smoof, sparseLDA, stepPlr, survAUC, svglite, SwarmSVM,
testthat, tgp, TH.data, wavelets, xgboost (>= 0.6-2)
Bernd Bischl [aut] (<https://orcid.org/0000-0001-6002-6980>),
Michel Lang [aut] (<https://orcid.org/0000-0001-9754-0393>),
Lars Kotthoff [aut],
Julia Schiffner [aut],
Jakob Richter [aut],
Zachary Jones [aut],
Giuseppe Casalicchio [aut] (<https://orcid.org/0000-0001-5324-5966>),
Mason Gallo [aut],
Patrick Schratz [aut, cre] (<https://orcid.org/0000-0003-0748-6624>),
Jakob Bossek [ctb] (<https://orcid.org/0000-0002-4121-4668>),
Erich Studerus [ctb] (<https://orcid.org/0000-0003-4233-0182>),
Leonard Judt [ctb],
Tobias Kuehn [ctb],
Pascal Kerschke [ctb] (<https://orcid.org/0000-0003-2862-1418>),
Florian Fendt [ctb],
Philipp Probst [ctb] (<https://orcid.org/0000-0001-8402-6790>),
Xudong Sun [ctb] (<https://orcid.org/0000-0003-3269-2307>),
Janek Thomas [ctb] (<https://orcid.org/0000-0003-4511-6245>),
Bruno Vieira [ctb],
Laura Beggel [ctb] (<https://orcid.org/0000-0002-8872-8535>),
Quay Au [ctb] (<https://orcid.org/0000-0002-5252-8902>),
Martin Binder [ctb],
Florian Pfisterer [ctb],
Stefan Coors [ctb],
Steve Bronder [ctb],
Alexander Engelhardt [ctb],
Christoph Molnar [ctb]