Linear Models for Prediction and Classification using Proximal Operators

Implements optimization techniques for Lasso regression, R.Tibshirani(1996) using Fast Iterative Shrinkage-Thresholding Algorithm (FISTA) and Iterative Shrinkage-Thresholding Algorithm (ISTA) based on proximal operators, A.Beck(2009). The package is useful for high-dimensional regression problems and includes cross-validation procedures to select optimal penalty parameters.


Reference manual

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install.packages("ProxReg")

1.1.2 by YingHong Chen, a year ago


Browse source code at https://github.com/cran/ProxReg


Authors: YingHong Chen [aut, cre] , Ferran Reverter Comes [aut] , Esteban Vegas Lozano [aut]


Documentation:   PDF Manual  


MIT + file LICENSE license


Imports dplyr, EBImage, glmnet

Suggests knitr, rmarkdown


See at CRAN