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On the dynamic behavior of the novelty detector and the novelty filter

  • Dirk Aeyels
Part of the Progress in Systems and Control Theory book series (PSCT, volume 8)

Abstract

Both the novelty detector and the novelty filter are adaptive systems capable of “storing” a number of inputs and responding only to “new” inputs, i.e. inputs that have not yet been stored in the system. This paper attempts to contribute to a better understanding of the convergence properties of these systems.

Keywords

Equilibrium Point Equilibrium Solution Projection Matrix Invariance Principle Novelty Detector 
These keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.

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References

  1. [1]
    B.D.O. Anderson, Exponential Stability of Linear Equations Arising in Adaptive Identification IEEE Trans. A.C., 1977, pp 84–88.Google Scholar
  2. [2]
    T. Kohonen, Self-Organization and Associative Memory 2nd.ed., Springer Ser. Inform Sci. Vol.8. (Springer, Berlin, Heidelberg 1988)Google Scholar

Copyright information

© Birkhäuser Boston 1991

Authors and Affiliations

  • Dirk Aeyels
    • 1
    • 2
    • 3
  1. 1.Rijksuniversiteit GentUniversité Catholique de LouvainBelgium
  2. 2.Dept. of Systems DynamicsUniversity of GentZwijnaardeBelgium
  3. 3.Lab. D’Automatique, de Dynamique et d’Analyse des SystèmesLouvain-la-NeuveBelgium

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