Expectation Maximization for Sum-Product Networks as Exponential Family Mixture Models. - Mattia Desana; Christoph Schnörr (CoRR, 2016)

Locally Adaptive Probabilistic Models for Global Segmentation of Pathological OCT Scans. - Fabian Rathke; Mattia Desana; Christoph Schnörr (MICCAI (1), 2017)

Sum-product graphical models: a graphical model perspective on sum-product networks. - Mattia Desana (2017)

Sum-product graphical models. - Mattia Desana; Christoph Schnörr (Mach. Learn., 2020)