rare

Linear Model with Tree-Based Lasso Regularization for Rare Features

CRAN Package

Implementation of an alternating direction method of multipliers algorithm for fitting a linear model with tree-based lasso regularization, which is proposed in Algorithm 1 of Yan and Bien (2018) doi:10.48550/arXiv.1803.06675. The package allows efficient model fitting on the entire 2-dimensional regularization path for large datasets. The complete set of functions also makes the entire process of tuning regularization parameters and visualizing results hassle-free.

  • Version0.1.1
  • R versionunknown
  • LicenseGPL-3
  • Needs compilation?Yes
  • Last release08/03/2018

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  • Imports3 packages
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  • Reverse Imports1 package