A Unified Approach for Learning the Parameters of Sum-Product Networks

Han Zhao, Pascal Poupart, Geoff Gordon

We present a unified approach for learning the parameters of Sum-Product networks (SPNs). We prove that any complete and decomposable SPN is equivalent to a mixture of trees where…