RBMs with Gaussian weights rarely induce or easily learn distributions with strong higher-order interactions on visible units, except when the hidden-unit activation function is Exponential.
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Activation Functions, Statistics and Learning of Higher-Order Interactions in Restricted Boltzmann Machines
RBMs with Gaussian weights rarely induce or easily learn distributions with strong higher-order interactions on visible units, except when the hidden-unit activation function is Exponential.