Modeling Human Motion Using Binary Latent Variables

Taylor, Graham W., Hinton, Geoffrey E., Roweis, Sam T.

Neural Information Processing Systems 

The latent and Visible variables at each time step receive directed connections from the Visible variables at the last few time-steps. Such an architecture makes online inference efficient and allows us to use a simple approximate learning procedure.

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