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No, because the distributedness of the representation means that exponentially large Markov chains would be needed to replace linearly growing deep models. See this paper on the recurrent temporal RBM (http://www.cs.utoronto.ca/~ilya/pubs/2008/rtrbm.pdf).

It's like saying, "aren't binary trees just linked lists?"




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