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math.ST2017
Duality of Graphical Models and Tensor Networks
Elina Robeva, Anna Seigal
In this article we show the duality between tensor networks and undirected graphical models with discrete variables. We study tensor networks on hypergraphs, which we call tensor h…
stat.ML2017
Mixtures and products in two graphical models
Anna Seigal, Guido Montufar
We compare two statistical models of three binary random variables. One is a mixture model and the other is a product of mixtures model called a restricted Boltzmann machine. Altho…