Empirical Bayesian Lasso and Elastic Net Methods for Generalized Linear Models

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Documentation for package ‘EBglmnet’ version 3.6

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EBglmnet-package Empirical Bayesian Lasso (EBlasso) and Elastic Net (EBEN) Methods for Generalized Linear Models
BASIS An Example Data File for the Gaussian Model
BASISbinomial An Example Data File for the Binomial Model
EBelasticNet.Binomial The Empirical Bayesian Elastic Net (EBEN) Algorithm for Binomial Model with Normal-Gamma(NG) Prior Distribution
EBelasticNet.BinomialCV Cross Validation (CV) Function to Determine Hyperparameter of the Empirical Bayes Elastic Net (EBEN) Algorithm for Binomial Model with Normal-Gamma (NG) Prior Distribution
EBelasticNet.Gaussian The Empirical Bayesian Elastic Net (EBEN) Algorithm for Gaussian Model
EBelasticNet.GaussianCV Cross Validation (CV) Function to Determine Hyperparameters of the EBEN Algorithm for Gaussian Model
EBglmnet Empirical Bayesian Lasso (EBlasso) and Elastic Net (EBEN) Methods for Generalized Linear Models
EBlassoNE.BinomialCV Cross Validation (CV) Function to Determine Hyperparameter of the Empirical Bayes Lasso Algorithm for Binomial Model with Normal + Exponential Prior Distribution
EBlassoNE.GaussianCV Cross Validation (CV) Function to Determine Hyperparameter of the Empirical Bayes Lasso Algorithm for Linear Model with Normal + Exponential Prior Distribution
EBlassoNEG.Binomial The EBlasso Algorithm for Binomial Model with Normal-Exponential-Gamma (NEG) Prior Distribution
EBlassoNEG.BinomialCV Cross Validation (CV) Function to Determine Hyperparameters of the EBlasso Algorithm for Binomial Model with Normal-Exponential-Gamma (NEG) Prior Distribution
EBlassoNEG.Gaussian The EBlasso Algorithm for Gaussian Model with Normal-Exponential-Gamma (NEG) Prior Distribution
EBlassoNEG.GaussianCV Cross Validation (CV) Function to Determine Hyperparameters of the EBlasso Algorithm for Gaussian Model with Normal-Exponential-Gamma (NEG) Prior Distribution
y Sample Response Data for Gaussian Model
yBinomial Sample Variable Data for Binomial Model