Gaussian Process Dynamical Models

Wang, Jack, Hertzmann, Aaron, Fleet, David J.

Neural Information Processing Systems 

This paper introduces Gaussian Process Dynamical Models (GPDM) for nonlinear time series analysis. A GPDM comprises a low-dimensional latent space with associated dynamics, and a map from the latent space to an observation space.

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