pemultinom

L1-Penalized Multinomial Regression with Statistical Inference

CRAN Package

We aim for fitting a multinomial regression model with Lasso penalty and doing statistical inference (calculating confidence intervals of coefficients and p-values for individual variables). It implements 1) the coordinate descent algorithm to fit an l1-penalized multinomial regression model (parameterized with a reference level); 2) the debiasing approach to obtain the inference results, which is described in Tian et al. (2023) .

  • Version0.1.0
  • R version≥ 3.5.0
  • LicenseGPL-2
  • Needs compilation?Yes
  • Last release02/16/2023

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  • Depends1 package
  • Imports7 packages
  • Suggests2 packages
  • Linking To1 package