The primary goal of this article is to extend the reciprocal LASSO for applications binary and survival outcomes. We consider least squares approximation (LSA) as a solver problem. LSA general theoretical framework that includes generalized linear models, Cox regression, many others special cases. By applying regularization, we transfer original problem into an asymptotically equivalent While e...