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Raanan Y. Rohekar

2 accepted papers

2018

Bayesian Structure Learning by Recursive Bootstrap

NeurIPS 2018poster

We address the problem of Bayesian structure learning for domains with hundreds of variables by employing non-parametric bootstrap, recursively. We propose a method that covers both model averaging and model selection in the same framework. The proposed method deals with the main weakness of constra…

2018

Constructing Deep Neural Networks by Bayesian Network Structure Learning

NeurIPS 2018poster

We introduce a principled approach for unsupervised structure learning of deep neural networks. We propose a new interpretation for depth and inter-layer connectivity where conditional independencies in the input distribution are encoded hierarchically in the network structure. Thus, the depth of th…

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