Variational Full Bayes Lasso: Knots Selection in Regression Splines

Larissa Alves, Ronaldo Dias, Helio S. Migon

We develop a fully automatic Bayesian Lasso via variational inference. This is a scalable procedure for approximating the posterior distribution. Special attention is driven to the…