Before revision: In this paper  we introduce a new machine learning (ML) model for nonlinear regression called Boosting Smooth Transition Regression Trees (BooST)  .
After revision: In this paper we introduce a new machine learning (ML) model for nonlinear regression called Boosting Smooth Transition Regression Trees (BooST) , which is a combination of boosting algorithms with smooth transition regression trees .