Unity Forests: Improving Interaction Modelling and Interpretability in Random Forests

Roman Hornung, Alexander Hapfelmeier

Random forests (RFs) are widely used for prediction and variable importance analysis and are often believed to capture any types of interactions via recursive splitting. However, s…