Difference between revisions of "GP SSM"

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m (Papers on Koopman Spectral methods)
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* Deep Learning
 
* Deep Learning
 
* Koopman Spectral Methods.
 
* Koopman Spectral Methods.
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== Gaussian  Process Approaches ==
  
 
=== Basic Gaussian Process Info ===
 
=== Basic Gaussian Process Info ===
 
* Rasmussen and Williams
 
* Rasmussen and Williams
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=== Web Links ===
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* [http://dsc.ijs.si/jus.kocijan/GPdyn/ Bibliography on GP Models in Dynamical Systems]
  
 
=== Papers on GP-SSMs ===
 
=== Papers on GP-SSMs ===
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* J. Umlauft, T. Beckers, M. Kimmel, S. Hirsche, [[Media:FeedbackLinearlizatingUsingGPs.pdf | Feedback Linearization Using Gaussian Processes]]
 
* J. Umlauft, T. Beckers, M. Kimmel, S. Hirsche, [[Media:FeedbackLinearlizatingUsingGPs.pdf | Feedback Linearization Using Gaussian Processes]]
 
* F. Lindsten, M.I. Jordan, T.B. Schon, [[Media:ParticleGibbsWithAncestorSamping.pdf | Particles Gibbs with Ancestor Sampling]], ''J. Machine Learning Research'', vo. 15, pp. 2145-2184.
 
* F. Lindsten, M.I. Jordan, T.B. Schon, [[Media:ParticleGibbsWithAncestorSamping.pdf | Particles Gibbs with Ancestor Sampling]], ''J. Machine Learning Research'', vo. 15, pp. 2145-2184.
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== Deep Learning ==
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=== Papers on Deep Learning ===
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* Soatto Paper
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=== Web Links ===
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== Koopman Spectral Method ==
  
 
=== Papers on Koopman Spectral methods ===
 
=== Papers on Koopman Spectral methods ===
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* Papers which focus on fluids
 
* Papers which focus on fluids
 
** I. Mezic, [[Media:AnalysisFluidFlows.pdf | Analysis of Fluid Flows via Spectral Properties of the Koopman Operator]], ''Annual Review of Fluids,'' vol. 45, 357-378, 2013.
 
** I. Mezic, [[Media:AnalysisFluidFlows.pdf | Analysis of Fluid Flows via Spectral Properties of the Koopman Operator]], ''Annual Review of Fluids,'' vol. 45, 357-378, 2013.
 
=== Web Links ===
 
* [http://dsc.ijs.si/jus.kocijan/GPdyn/ Bibliography on GP Models in Dynamical Systems]
 

Revision as of 00:18, 9 January 2018

This page gathers references and materials related to the study of

  • Gaussian Process (GP) State Space Models (SSM)
  • Deep Learning
  • Koopman Spectral Methods.

Gaussian Process Approaches

Basic Gaussian Process Info

  • Rasmussen and Williams

Web Links

Papers on GP-SSMs


Deep Learning

Papers on Deep Learning

  • Soatto Paper

Web Links

Koopman Spectral Method

Papers on Koopman Spectral methods