| GBLasso | Generalized Bayesian Lasso |
| GBLassoFV | Generalized Bayesian Lasso with fixed variance |
| GBRidge | Generalized Bayesian Ridge Regression |
| GBRidgeFV | Generalized Bayesian Ridge Regression with fixed variance |
| metropLambda | Metropolis-Hastings algorithm to sample lambda with a Beta prior for the Bayesian Lasso |
| rinvGauss | The inverse Gaussian and Wald distributions |
| SBLassoIlog | I-log-Safe-Bayesian Lasso |
| SBLassoISq | I-square-Safe-Bayesian Lasso |
| SBLassoRlog | R-log-Safe-Bayesian Lasso |
| SBLassoRSq | R-square-Safe-Bayesian Lasso |
| SBRidgeIlog | I-log-Safe-Bayesian Ridge Regression |
| SBRidgeISq | I-square-Safe-Bayesian Ridge Regression |
| SBRidgeRlog | R-log-Safe-Bayesian Ridge Regression |
| SBRidgeRSq | R-square Safe-Bayesian Ridge Regression |