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Showing 1 to 2 of 2 for “"sum-product network"”.
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Robustness in sum-product networks: from measurement to ensembles
… the problem of trust in classifications using Sum-Product Networks. A method of gauging the reliability of a classification through perturbing model weights using Credal Sum-Product Networks and creating a metric in the form of robustness to represent this is presented and demonstrated …
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The Sum-Product Theorem and its Applications
… deep learning. I first identify and prove the sum-product theorem, which states that in any semiring for inference to be tractable it suffices that the factors of every product have disjoint scopes; i.e., that they are decomposable. I show that this simple condition unifies and extends many …