The key idea is to use the strength of Linear Models to improve ... two stage learning process. Firstly, a linear model is trained on the initial dataset to obtain predictions. Secondly, the residuals ...

Compared with other machine learning methods, it is more easily interpreted and requires little data preprocessing. In this paper, we employ a gradient-boosting decision-tree (GBDT) method to improve ...