Constructing Deep Neural Networks by Bayesian Network Structure Learning

Raanan Y. Rohekar, Shami Nisimov, Yaniv Gurwicz, Guy Koren, Gal Novik

Neural Information Processing Systems 

We introduce a principled approach for unsupervised structure learning of deep neural networks.

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