First off, you need to be clear what exactly you mean by advantages. People have argued the relative benefits of trees vs. logistic regression in the context of interpretability, robustness, etc.

Logistic regression models are becoming widely used for modelling plant and animal distributions, but most studies ignore the spatial arrangement of the data and its effect on the models. One method ...