Package: WLogit 2.1

WLogit: Variable Selection in High-Dimensional Logistic Regression Models using a Whitening Approach

It proposes a novel variable selection approach in classification problem that takes into account the correlations that may exist between the predictors of the design matrix in a high-dimensional logistic model. Our approach consists in rewriting the initial high-dimensional logistic model to remove the correlation between the predictors and in applying the generalized Lasso criterion.

Authors:Wencan Zhu

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WLogit.pdf |WLogit.html✨
WLogit/json (API)

# Install 'WLogit' in R:
install.packages('WLogit', repos = c('https://clavie3009.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Datasets:
  • X - Example of a design matrix of a logistic model
  • beta - True coefficients in the esample.
  • test - WLogit output
  • y - Example of a binary response variable of a logistic model.

On CRAN:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

8 exports 0.00 score 91 dependencies 3 scripts 131 downloads

Last updated 1 years agofrom:921ec1a7a4. Checks:OK: 1 WARNING: 6. Indexed: yes.

TargetResultDate
Doc / VignettesOKSep 09 2024
R-4.5-winWARNINGSep 09 2024
R-4.5-linuxWARNINGSep 09 2024
R-4.4-winWARNINGSep 09 2024
R-4.4-macWARNINGSep 09 2024
R-4.3-winWARNINGSep 09 2024
R-4.3-macWARNINGSep 09 2024

Exports:CalculPxCalculWeightRefit_glmThresholdingtoptop_threshWhiteningLogitWorkingResp

Dependencies:abindassertthatbackportsbootbroomcarcarDataclicodetoolscolorspacecoopcorpcorcorrplotcowplotcpp11cvCovEstdata.tableDerivdigestdoBydplyrfansifarverforeachfuturefuture.applygenericsgenlassoggplot2ggpubrggrepelggsciggsignifglmnetglobalsgluegridExtragtableigraphisobanditeratorslabelinglatticelifecyclelistenvlme4magrittrMASSMatrixMatrixModelsmatrixStatsmgcvmicrobenchmarkminqamodelrmunsellnlmenloptrnnetnumDerivorigamiparallellypbkrtestpillarpkgconfigpolynompurrrquantregR6rbibutilsRColorBrewerRcppRcppEigenRdpackrlangRMTstatRSpectrarstatixscalesshapeSparseMstringistringrsurvivaltibbletidyrtidyselectutf8vctrsviridisLitewithr

WLogit package

Wencan Zhu

Rendered fromVignettes.Rmdusingknitr::knitron Sep 09 2024.

Last update: 2023-07-17
Started: 2022-07-02