Tensor Variable Elimination for Plated Factor Graphs
arXiv: Machine Learning, 2019.
A wide class of machine learning algorithms can be reduced to variable elimination on factor graphs. While factor graphs provide a unifying notation for these algorithms, they do not provide a compact way to express repeated structure when compared to plate diagrams for directed graphical models. To exploit efficient tensor algebra in gra...More
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