CRAN/E | SuperLearner

SuperLearner

Super Learner Prediction

Installation

About

Implements the super learner prediction method and contains a library of prediction algorithms to be used in the super learner.

github.com/ecpolley/SuperLearner

Key Metrics

Version	2.0-28
R	≥ 2.14.0
Published	2021-05-10 692 days ago
Needs compilation?	no
License	GPL-3
CRAN checks	SuperLearner results

Downloads

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Last 7 days	928 -29%
Last 30 days	4.455 -2%
Last 90 days	12.163 -2%
Last 365 days	48.021 -18%

Maintainer

Maintainer

Eric Polley

epolley@uchicago.edu

Authors

Eric Polley	aut / cre
Erin LeDell	aut
Chris Kennedy	aut
Sam Lendle	ctb
Mark van der Laan	aut / ths

Material

NEWS
ChangeLog
Reference manual
Package source

In Views

MachineLearning

Vignettes

Guide to SuperLearner

macOS

r-release	arm64
r-oldrel	arm64
r-release	x86_64
r-oldrel	x86_64

Windows

r-devel	x86_64
r-release	x86_64
r-oldrel	x86_64

Old Sources

SuperLearner archive

Depends

R	≥ 2.14.0
nnls
gam	≥ 1.15

Imports

cvAUC

Suggests

arm
bartMachine
biglasso
bigmemory
caret
class
devtools
e1071
earth
extraTrees
gbm
genefilter
ggplot2
glmnet
ipred
KernelKnn
kernlab
knitr
lattice
LogicReg
MASS
mlbench
nloptr
nnet
party
polspline
prettydoc
quadprog
randomForest
ranger
RhpcBLASctl
ROCR
rmarkdown
rpart
SIS
speedglm
spls
sva
testthat
xgboost	≥ 0.6

Reverse Depends

ctmle
subsemble
tmle

Reverse Imports

AIPW
amp
CausalGPS
causalweight
CBDA
CIMTx
DRDRtest
drpop
drtmle
lmtp
nlpred
PSweight
RISCA
superMICE
survtmle
vimp

Reverse Suggests

biotmle
hal9001
ltmle
medflex
riskRegression
stacks
WeightIt