CRAN/E | stacks

stacks

Tidy Model Stacking

Installation

About

Model stacking is an ensemble technique that involves training a model to combine the outputs of many diverse statistical models, and has been shown to improve predictive performance in a variety of settings. 'stacks' implements a grammar for 'tidymodels'-aligned model stacking.

stacks.tidymodels.org/
github.com/tidymodels/stacks
Bug report File report

Key Metrics

Version 1.0.4
R ≥ 3.6
Published 2024-03-21 29 days ago
Needs compilation? no
License MIT
License File
CRAN checks stacks results

Downloads

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Maintainer

Maintainer

Simon Couch

simon.couch@posit.co

Authors

Simon Couch

aut / cre

Max Kuhn

aut

Posit Software
PBC

cph / fnd

Material

README
NEWS
Reference manual
Package source

Vignettes

Getting Started With stacks
Classification Models With stacks

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

stacks archive

Depends

R ≥ 3.6

Imports

butcher ≥ 0.1.3
cli
doFuture
dplyr ≥ 1.1.0
foreach
future
generics
ggplot2
glmnet
glue
parsnip ≥ 1.2.0
purrr ≥ 1.0.0
recipes ≥ 1.0.10
rlang ≥ 1.1.3
rsample ≥ 1.2.0
stats
tibble ≥ 2.1.3
tidyr
tune ≥1.2.0
vctrs ≥ 0.6.1
workflows ≥ 1.1.4

Suggests

covr
h2o
kernlab
kknn
knitr
mockr
modeldata
nnet
ranger
rmarkdown
testthat ≥ 3.0.0
workflowsets ≥0.1.0
yardstick ≥ 1.1.0

Reverse Imports

viruslearner

Reverse Suggests

bundle
DALEXtra
tidysdm
vetiver