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DESCRIPTION
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DESCRIPTION
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Package: sl3
Title: Pipelines for Machine Learning and Super Learning
Version: 1.4.5
Authors@R: c(
person("Jeremy", "Coyle", email = "[email protected]",
role = c("aut", "cre", "cph"),
comment = c(ORCID = "0000-0002-9874-6649")),
person("Nima", "Hejazi", email = "[email protected]",
role = "aut",
comment = c(ORCID = "0000-0002-7127-2789")),
person("Oleg", "Sofrygin", email="[email protected]",
role = "aut",
comment = c(ORCID = "0000-0002-9539-8853")),
person("Ivana", "Malenica", email = "[email protected]",
role = "aut",
comment = c(ORCID = "0000-0002-7404-8088")),
person("Rachael", "Phillips", email = "[email protected]",
role = "aut",
comment = c(ORCID = "0000-0002-8474-591X")),
person("Weixin", "Cai", email = "[email protected]",
role = "ctb",
comment = c(ORCID = "0000-0003-2680-3066")),
person("Yulun", "Wu", email = "[email protected]",
role = "ctb"),
person("Hugh", "Jiang", email = "[email protected]",
role = "ctb")
)
Maintainer: Jeremy Coyle <[email protected]>
Description: A modern implementation of the Super Learner prediction algorithm,
coupled with a general purpose framework for composing arbitrary pipelines
for machine learning tasks.
Depends: R (>= 3.6.0)
Imports:
data.table,
assertthat,
origami (>= 1.0.7),
R6,
uuid,
BBmisc,
stats,
delayed,
utils,
methods,
ggplot2,
digest,
Rdpack,
dplyr,
caret,
ROCR
Suggests:
testthat,
rmarkdown,
devtools,
R.rsp,
future,
knitr,
stringr,
reticulate,
rgl,
rJava,
arm,
bartMachine,
cvAUC,
e1071,
earth,
polspline,
forecast,
glmnet,
grf,
gbm,
hal9001 (>= 0.4.6),
h2o,
keras,
nloptr,
nnls,
randomForest,
ranger,
rpart,
Rsolnp,
rugarch,
speedglm,
SuperLearner,
tsDyn,
xgboost,
lightgbm,
dbarts,
gam,
haldensify (>= 0.2.7),
mgcv,
hts,
GA,
SIS,
partykit
Remotes:
github::nhejazi/haldensify
Additional_repositories:
https://tlverse.r-universe.dev
License: GPL-3
Language: en-US
URL: https://tlverse.org/sl3
BugReports: https://github.com/tlverse/sl3/issues
Encoding: UTF-8
LazyData: yes
LazyLoad: yes
VignetteBuilder:
knitr,
R.rsp
Roxygen: list(markdown = TRUE, old_usage = TRUE, r6 = FALSE)
RoxygenNote: 7.2.3
RdMacros: Rdpack