Collapsed Variational Inference for Sum-Product Networks

Han Zhao, Tameem Adel, Geoffrey J. Gordon, Brandon Amos

Abstract: Sum-Product Networks (SPNs) are probabilistic inference machines that admit exact inference in linear time in the size of the network. Existing parameter learning approaches for SPNs are largely ba...