Difference between revisions of "GP SSM"

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* J.M. Wang, D.J. Fleet, A. Hertzmann, [[Media:GPDynamicModels.pdf | Gaussian Process Dynamical Models]]
 
* J.M. Wang, D.J. Fleet, A. Hertzmann, [[Media:GPDynamicModels.pdf | Gaussian Process Dynamical Models]]
 
* R. Turner, M.P. Deisenroth, C.E. Rasmussen, [[Media:StateSpaceInferenceLearningGPs.pdf | State-Space Inference and Learning with Gaussian Process]];
 
* R. Turner, M.P. Deisenroth, C.E. Rasmussen, [[Media:StateSpaceInferenceLearningGPs.pdf | State-Space Inference and Learning with Gaussian Process]];
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* A. McHutchon, [[Media:NonlinearModellingControlUsingGPs.pdf | Nonlinear Modelling and Control Using Gaussian Processes]] (Ph.D. thesis, Cambridge University)
 
* F. Perez-Cruz, S.V. Vaerenbergh, J.J. Murrillo-Fuentes, M. Lazarro-Gredilla, and I. Santamaria, [[Media:GPforNonlinearSignalProcessing.pdf | Gaussian Processes for Nonlinear Signal Processing]];
 
* F. Perez-Cruz, S.V. Vaerenbergh, J.J. Murrillo-Fuentes, M. Lazarro-Gredilla, and I. Santamaria, [[Media:GPforNonlinearSignalProcessing.pdf | Gaussian Processes for Nonlinear Signal Processing]];
 
* A. Svensson, A. Solin, S. Sarkka, T.B. Schon, [[Media:EfficientBayesianLearmingGPSSMs.pdf | Computationall Efficient Bayesian Learning of Gaussian Process State Space Models]]
 
* A. Svensson, A. Solin, S. Sarkka, T.B. Schon, [[Media:EfficientBayesianLearmingGPSSMs.pdf | Computationall Efficient Bayesian Learning of Gaussian Process State Space Models]]

Revision as of 23:38, 27 July 2017

This page gathers references and materials related to the study of "Gaussian Process (GP) State Space Models (SSM)."

Basic Gaussian Process Info

  • Rasmussen and Williams

Papers on GP-SSMs