Difference between revisions of "GP SSM"
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* 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]]; | ||
* 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]] | ||
− | + | * A.C. Damianou, M.K. Titsias, N.D. Lawrence, [[Media:VariationalGPDynSystems.pdf | Variational Gaussian Process Dynamical Systems]] | |
* K. Jocikan, [[Media:DynamicGPModelsOverview.pdf | Dynamic GP Models: An Overview and Recent Developments]]; | * K. Jocikan, [[Media:DynamicGPModelsOverview.pdf | Dynamic GP Models: An Overview and Recent Developments]]; |
Revision as of 22:28, 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
- J.M. Wang, D.J. Fleet, A. Hertzmann, Gaussian Process Dynamical Models
- R. Turner, M.P. Deisenroth, C.E. Rasmussen, State-Space Inference and Learning with Gaussian Process;
- A. Svensson, A. Solin, S. Sarkka, T.B. Schon, Computationall Efficient Bayesian Learning of Gaussian Process State Space Models
- A.C. Damianou, M.K. Titsias, N.D. Lawrence, Variational Gaussian Process Dynamical Systems
- K. Jocikan, Dynamic GP Models: An Overview and Recent Developments;