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Recurrent Exponential-Family Harmoniums without Backprop-Through-Time
Methods for extending RBMs--and likewise EFHs--to data with temporal dependencies have been proposed previously (Sutskever and Hinton, 2007; Sutskever et al., 2009), the learning procedure being validated by qualitative assessment of the generative model.
Sensory Integration and Density Estimation
The integration of partially redundant information from multiple sensors is a standard computational problem for agents interacting with the world.
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