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Package: mlr | |
Title: Machine Learning in R | |
Version: 2.19.0.9001 | |
Authors@R: c( | |
person("Bernd", "Bischl", , "bernd_bischl@gmx.net", role = "aut", | |
comment = c(ORCID = "0000-0001-6002-6980")), | |
person("Michel", "Lang", , "michellang@gmail.com", role = "aut", | |
comment = c(ORCID = "0000-0001-9754-0393")), | |
person("Lars", "Kotthoff", , "larsko@uwyo.edu", role = "aut"), | |
person("Patrick", "Schratz", , "patrick.schratz@gmail.com", role = c("aut", "cre"), | |
comment = c(ORCID = "0000-0003-0748-6624")), | |
person("Julia", "Schiffner", , "schiffner@math.uni-duesseldorf.de", role = "aut"), | |
person("Jakob", "Richter", , "code@jakob-r.de", role = "aut"), | |
person("Zachary", "Jones", , "zmj@zmjones.com", role = "aut"), | |
person("Giuseppe", "Casalicchio", , "giuseppe.casalicchio@stat.uni-muenchen.de", role = "aut", | |
comment = c(ORCID = "0000-0001-5324-5966")), | |
person("Mason", "Gallo", , "masonagallo@gmail.com", role = "aut"), | |
person("Jakob", "Bossek", , "jakob.bossek@tu-dortmund.de", role = "ctb", | |
comment = c(ORCID = "0000-0002-4121-4668")), | |
person("Erich", "Studerus", , "erich.studerus@upkbs.ch", role = "ctb", | |
comment = c(ORCID = "0000-0003-4233-0182")), | |
person("Leonard", "Judt", , "leonard.judt@tu-dortmund.de", role = "ctb"), | |
person("Tobias", "Kuehn", , "tobi.kuehn@gmx.de", role = "ctb"), | |
person("Pascal", "Kerschke", , "kerschke@uni-muenster.de", role = "ctb", | |
comment = c(ORCID = "0000-0003-2862-1418")), | |
person("Florian", "Fendt", , "flo_fendt@gmx.de", role = "ctb"), | |
person("Philipp", "Probst", , "philipp_probst@gmx.de", role = "ctb", | |
comment = c(ORCID = "0000-0001-8402-6790")), | |
person("Xudong", "Sun", , "xudong.sun@stat.uni-muenchen.de", role = "ctb", | |
comment = c(ORCID = "0000-0003-3269-2307")), | |
person("Janek", "Thomas", , "janek.thomas@stat.uni-muenchen.de", role = "ctb", | |
comment = c(ORCID = "0000-0003-4511-6245")), | |
person("Bruno", "Vieira", , "bruno.hebling.vieira@usp.br", role = "ctb"), | |
person("Laura", "Beggel", , "laura.beggel@web.de", role = "ctb", | |
comment = c(ORCID = "0000-0002-8872-8535")), | |
person("Quay", "Au", , "quay.au@stat.uni-muenchen.de", role = "ctb", | |
comment = c(ORCID = "0000-0002-5252-8902")), | |
person("Martin", "Binder", , "ma.binder@campus.lmu.de", role = "ctb"), | |
person("Florian", "Pfisterer", , "pfistererf@googlemail.com", role = "ctb"), | |
person("Stefan", "Coors", , "stefan.coors@gmx.net", role = "ctb"), | |
person("Steve", "Bronder", , "sab2287@columbia.edu", role = "ctb"), | |
person("Alexander", "Engelhardt", , "alexander.w.engelhardt@gmail.com", role = "ctb"), | |
person("Christoph", "Molnar", , "christoph.molnar@stat.uni-muenchen.de", role = "ctb"), | |
person("Annette", "Spooner", , "a.spooner@unsw.edu.au", role = "ctb") | |
) | |
Description: 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. | |
License: BSD_2_clause + file LICENSE | |
URL: https://mlr.mlr-org.com, https://github.com/mlr-org/mlr | |
BugReports: https://github.com/mlr-org/mlr/issues | |
Depends: | |
ParamHelpers (>= 1.10), | |
R (>= 3.0.2) | |
Imports: | |
backports (>= 1.1.0), | |
BBmisc (>= 1.11), | |
checkmate (>= 1.8.2), | |
data.table (>= 1.12.4), | |
ggplot2, | |
methods, | |
parallelMap (>= 1.3), | |
stats, | |
stringi, | |
survival, | |
utils, | |
XML | |
Suggests: | |
ada, | |
adabag, | |
bartMachine, | |
batchtools, | |
bit64, | |
brnn, | |
bst, | |
C50, | |
care, | |
caret (>= 6.0-57), | |
class, | |
clue, | |
cluster, | |
ClusterR, | |
clusterSim (>= 0.44-5), | |
cmaes, | |
cowplot, | |
crs, | |
Cubist, | |
deepnet, | |
DiceKriging, | |
DiscriMiner, | |
e1071, | |
earth, | |
elasticnet, | |
emoa, | |
evtree, | |
extraTrees, | |
fda.usc, | |
FDboost, | |
FNN, | |
forecast (>= 8.3), | |
fpc, | |
frbs, | |
FSelector, | |
FSelectorRcpp (>= 0.3.5), | |
gbm, | |
GenSA, | |
ggpubr, | |
glmnet, | |
GPfit, | |
h2o (>= 3.6.0.8), | |
Hmisc, | |
irace (>= 2.0), | |
kernlab, | |
kknn, | |
klaR, | |
knitr, | |
laGP, | |
LiblineaR, | |
lintr (>= 1.0.0.9001), | |
MASS, | |
mboost, | |
mco, | |
mda, | |
memoise, | |
mlbench, | |
mldr, | |
mlrMBO, | |
mmpf, | |
modeltools, | |
mRMRe, | |
neuralnet, | |
nnet, | |
nodeHarvest (>= 0.7-3), | |
numDeriv, | |
pamr, | |
pander, | |
party, | |
pec, | |
penalized (>= 0.9-47), | |
pls, | |
PMCMRplus, | |
praznik (>= 5.0.0), | |
randomForest, | |
randomForestSRC (>= 2.7.0), | |
ranger (>= 0.8.0), | |
rappdirs, | |
refund, | |
rex, | |
rFerns, | |
rgenoud, | |
rknn, | |
rmarkdown, | |
Rmpi, | |
ROCR, | |
rotationForest, | |
rpart, | |
RRF, | |
rsm, | |
RSNNS, | |
rucrdtw, | |
RWeka, | |
sda, | |
sf, | |
smoof, | |
snow, | |
sparseLDA, | |
stepPlr, | |
survAUC, | |
svglite, | |
SwarmSVM, | |
testthat, | |
tgp, | |
TH.data, | |
tidyr, | |
tsfeatures, | |
vdiffr, | |
wavelets, | |
xgboost (>= 0.7) | |
VignetteBuilder: | |
knitr | |
ByteCompile: yes | |
Config/testthat/edition: 3 | |
Config/testthat/parallel: true | |
Config/testthat/start-first: featsel_plotFilterValues,base_plotResiduals,base_generateHyperParsEffect, | |
classif_bartMachine, tune_tuneIrace, featsel_filters, learners_all*, | |
regr_h2ogbm | |
Encoding: UTF-8 | |
LazyData: yes | |
Roxygen: list(markdown = TRUE) | |
RoxygenNote: 7.1.2 | |
SystemRequirements: gdal (optional), geos (optional), proj (optional), | |
udunits (optional), gsl (optional), gmp (optional), glu (optional), | |
jags (optional), mpfr (optional), openmpi (optional) |