Diversity Forests: Using Split Sampling to Enable Innovative Complex Split Procedures in Random Forests

value. The recently developed interaction forests are the first diversity forest method that uses a complex split procedure. Interaction forests allow modeling and detecting interactions between features effectively. Further potential complex split procedures are discussed as an outlook. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s42979-021-00920-1.