Difference between revisions of "GP SSM"

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(Other Papers)
(Some Early Papers)
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==== Some Early Papers ====
 
==== Some Early Papers ====
 +
* Koopman's original paper: [[Media:KoopmanPNAS.pdf | Dynamical Systems of Continuous Spectra]], ''PNAS'' , vol. 18, 1932.
 
* I. Mezic and A. Banaszuk, [[Media:ComparisonSystems.pdf | Comparison of Systems with Complex Behavior]], ''Physica D'', vol. 197, pp. 101-133, 2004.
 
* I. Mezic and A. Banaszuk, [[Media:ComparisonSystems.pdf | Comparison of Systems with Complex Behavior]], ''Physica D'', vol. 197, pp. 101-133, 2004.
 
* Y. Lan and I. Mezic, [[Media:LinearizationInTheLarge.pdf | Linearization in the Large of Nonlinear Systems and Koopman Operator Spectrum]], ''Physica D'', 2013
 
* Y. Lan and I. Mezic, [[Media:LinearizationInTheLarge.pdf | Linearization in the Large of Nonlinear Systems and Koopman Operator Spectrum]], ''Physica D'', 2013

Revision as of 01:34, 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

Papers which are more oriented toward control

Papers which are more oriented toward fluids

Some Early Papers

Other Papers