Sparse Density Trees and Lists: An Interpretable Alternative to High-Dimensional Histograms

Siong Thye Goh, Lesia Semenova, Cynthia Rudin

We present sparse tree-based and list-based density estimation methods for binary/categorical data. Our density estimation models are higher dimensional analogies to variable bin w…