  This paper presents a new algorithm for automatic variables selection. In
particular, using the Graphical Models properties it is possible to develop a
method that can be used in the contest of large dataset. The advantage of this
algorithm is that can be combined with different forecasting models. In this
research we have used the OLS method and we have compared the result with the
LASSO method.
