The Sum-Product Theorem: A Foundation for Learning Tractable Models

Abram L. Friesen, Pedro M. Domingos

Abstract: Inference in expressive probabilistic models is generally intractable, which makes them difficult to learn and limits their applicability. Sum-product networks are a class of deep models where, sur...