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If you average
some factorial distributions, you
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do NOT get a
factorial distribution.
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In
an RBM, the posterior over the hidden units
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is
factorial for each visible vector.
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But
the aggregated posterior over all training
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cases
is not factorial (even if
the data was
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generated
by the RBM itself).
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