Hi Taemin, 

You've probably found this out by now but I just came across your question 
and thought I'd try and help. The real-valued numbers are interpreted as 
probabilities for the binary units and that's why they work for the normal 
rbm. Seems you can use the probabilities for the visible states, but you 
have to use binary for the hidden states. 

Cheers,
Jim

On Thursday, 10 September 2015 09:30:08 UTC+1, Taemin Jo wrote:
>
> Hello.
>
> Sample DBN is pre-trained by RBM, not GRBM.
>
> RBM only can handle 0, 1(, theano_rng.binomial means that).
>
> DBN can learn sample MNIST well, what is more its inputs are real numbers.
>
> Thank you.
>

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