Lesia Semenova

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

2015 · arXiv (Cornell University)

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 width histograms. In each leaf of the tree (or list), the density …