Learning Infinite RBMs with Frank-Wolfe

Wei Ping, Qiang Liu, Alexander T. Ihler

Neural Information Processing Systems 

One practical problem when using a RBM is that we need to decide the size of the hidden layer (number of hidden units) before performing learning, and it can be challenging to decide what is the optimal size. One simple heuristic is to search the'best" number of hidden units using cross

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