Package: CompositionalLASSO 1.0
Michail Tsagris
CompositionalLASSO: LASSO Compositional Data Regression
LASSO (Least Absolute Shrinkage and Selection Operator) regression for compositional responses with and without zero values present and continuous predictors. The choice of the penalty parameter, lambda, takes place using K-fold cross-validation. Two relevant papers are Li Z. et al. (2018) <doi:10.1007/s12561-018-9219-2> and Alenazi A.A. (2022) <doi:10.18187/pjsor.v18i4.3969>.
Authors:
CompositionalLASSO_1.0.tar.gz
CompositionalLASSO_1.0.zip(r-4.7-any)CompositionalLASSO_1.0.zip(r-4.6-any)
CompositionalLASSO_1.0.tar.gz(r-4.7-any)CompositionalLASSO_1.0.tar.gz(r-4.6-any)
CompositionalLASSO_1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
CompositionalLASSO/json (API)
| # Install 'CompositionalLASSO' in R: |
| install.packages('CompositionalLASSO', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated from:12f5c6ca29. Checks:6 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel | OK | 182 | ||
| source / vignettes | OK | 232 | ||
| linux-release | OK | 184 | ||
| windows-devel | OK | 125 | ||
| windows-release | OK | 141 | ||
| wasm-release | OK | 169 |
Exports:cv.lasso.compregcv.lasso.klcompregcv.lasso.mzilnlasso.compreglasso.klcompreglasso.mziln
Dependencies:base64encBHbigassertrbigparallelrbigstatsrbitbslibcachemclasscliclustercodetoolsCompositionalcowplotcpp11digestdoParallelemplikevaluatefarverfastmapffflockfontawesomeforeachfsggplot2glmnetgluegtablehighrhtmltoolshtmlwidgetsisobanditeratorsjquerylibjsonlitekernregknitrlabelinglatticelifecyclemagrittrMASSMatrixMatrixModelsmdamemoisemimeminpack.lmmixturemnormtnnetnumDerivosqpparallellypillarpkgconfigpsquadprogquantregR6rangenrappdirsRColorBrewerRcppRcppArmadilloRcppEigenRcppGSLRcppParallelRfastRfast2rglRhpcBLASctlrlangrmarkdownrmioRnanoflannRSpectraS7sassscalesshapesnSparseMsurvivaltibbletinytexutf8vctrsviridisLitewithrxfunyamlzigg
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Regression for Compositional Data with Zero Values | CompositionalLASSO-package |
| Cross-validation for the LASSO log-ratio regression with compositional response | cv.lasso.compreg |
| Cross-validation for the LASSO Kullback-Leibler divergence based regression | cv.lasso.klcompreg |
| Cross-validation for the LASSO log-ratio regression with compositional response | cv.lasso.mziln |
| LASSO log-ratio regression | lasso.compreg |
| LASSO Kullback-Leibler divergence based regression | lasso.klcompreg |
| LASSO using the multivariate zero inflated logistic normal regression | lasso.mziln |