Linear Models for Prediction and Classification using Proximal Operators

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Documentation for package ‘ProxReg’ version 0.1.1

• DESCRIPTION file.
• User guides, package vignettes and other documentation.

Help Pages

delete_rect	rectangular hole in image
inpainting	image recovery using Lasso regression
k_fold_cross	k_fold_cross
lasso_fista	Lasso regression with fixed step with FISTA algorithm
lasso_fista_back	Lasso regression with backtraking line research with FISTA algorithm
lasso_ista	Lasso regression with fixed step with ISTA algorithm
lasso_ista_back	Lasso regression with backtraking line research
lasso_multi	Lasso logistic regression for multinomial response variable with fixed step
lasso_multi_back	Lasso regression with backtraking line research for multinomial response variable
l_CV	K-Fold Cross validation for L1/L2 regression
ols	Ordinary Least Square regression
ols_KCV	K-Fold Cross Validation for OLS
ridge	Ridge regression
softmax	Softmax function for multinomial response variable