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Sum-Product Networks: A New Deep Architecture

Sum-Product Networks: A New Deep Architecture. Hoifung Poon Microsoft Research Joint work with Pedro Domingos. 1. Graphical Models: Challenges. Restricted Boltzmann Machine (RBM). Bayesian Network. Markov Network. Sprinkler. Rain. Grass Wet. Advantage: Compactly represent probability.

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Mpe instantiation - PowerPoint PPT Presentation

Sum-Product Networks: A New Deep Architecture