The SELECTION=GROUPLASSO option specifies the group LASSO method, a variant of LASSO that estimates parameters by using a penalty on the sum of the Euclidean norms of groups of regression coefficients. This enables you to constrain groups of parameters to enter the model together, such as all the parameters that correspond to the effect of a classification variable.