Jul 27, 2018 · 2) If there is a high non-linearity & complex relationship between dependent & independent variables, a tree model will outperform a classical regression method. 3) If you need to build a model which is easy to explain to people, a decision tree model will always do better than a linear model. Decision tree models are even simpler to interpret .... "/>