Package: ensr 0.1.0.9001

ensr: Elastic Net SearcheR

Elastic net regression models are controlled by two parameters, lambda, a measure of shrinkage, and alpha, a metric defining the model's location on the spectrum between ridge and lasso regression. glmnet provides tools for selecting lambda via cross validation but no automated methods for selection of alpha. Elastic Net SearcheR automates the simultaneous selection of both lambda and alpha. Developed, in part, with support by NICHD R03 HD094912.

Authors:Peter DeWitt [aut, cre], Tell Bennett [ctb]

ensr_0.1.0.9001.tar.gz
ensr_0.1.0.9001.zip(r-4.7-any)ensr_0.1.0.9001.zip(r-4.6-any)ensr_0.1.0.9001.zip(r-4.5-any)
ensr_0.1.0.9001.tgz(r-4.6-any)ensr_0.1.0.9001.tgz(r-4.5-any)
ensr_0.1.0.9001.tar.gz(r-4.7-any)ensr_0.1.0.9001.tar.gz(r-4.6-any)
ensr_0.1.0.9001.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
ensr/json (API)

# Install 'ensr' in R:
install.packages('ensr', repos = c('https://dewittpe.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/dewittpe/ensr/issues

Datasets:
  • landfill - Water Percolation Through A Landfill
  • tbi - Synthetic Data Set for Traumatic Brain Injuries

On CRAN:

Conda:

4.88 score 2 stars 38 scripts 547 downloads 5 exports 28 dependencies

Last updated from:0ea1560b85. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-develOK271
source / vignettesOK254
linux-releaseOK155
macos-releaseOK120
macos-oldrelOK100
windows-develOK84
windows-releaseOK99
windows-oldrelOK108
wasm-releaseOK136

Exports:ensrlambda_alpha_gridlambda_maxpreferablestandardize

Dependencies:clicodetoolscpp11data.tablefarverforeachggplot2glmnetgluegtableisobanditeratorslabelinglatticelifecycleMatrixR6RColorBrewerRcppRcppEigenrlangS7scalesshapesurvivalvctrsviridisLitewithr

vignette-spinners/ensr-datasets
Elastic Net SearcheR Datasets | Traumatic Brain Injuries | Water Percolation Through A Landfill | Landfill Data Preparation | Session Info
Rendered fromensr-datasets.html.asisusingR.rsp::asis

Last update: 2020-03-02
Started: 2019-01-14

vignette-spinners/ensr-examples
Elastic Net SearcheR Examples | 1 Elastic Net Regression | 2 Data Sets | 3 Searching for \(\lambda\) and \(\alpha\) | 3.1 Univariate Response | 3.2 Cross Validation Issues | 3.3 Multivariate Response | 4 Alternative Approaches | 5 Session Info | References
Rendered fromensr-examples.html.asisusingR.rsp::asis

Last update: 2020-03-02
Started: 2019-01-14