As their name implies, RBMs are a variant of Boltzmann machines, with the restriction that their neurons must form a bipartite graph: a pair of nodes from each of the two groups of units (commonly referred to as the "visible" and "hidden" units respectively) may have a symmetric connection between them; and there are no connections between nodes within a group.
By contrast, "unrestricted" Boltzmann machines may have connections between hidden units.
This restriction allows for more efficient training algorithms than are available for the general class of Boltzmann machines, in particular...
the gradient-based contrastive divergence algorithm."
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