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.
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References
B.D.O. Anderson, Exponential Stability of Linear Equations Arising in Adaptive Identification IEEE Trans. A.C., 1977, pp 84–88.
T. Kohonen, Self-Organization and Associative Memory 2nd.ed., Springer Ser. Inform Sci. Vol.8. (Springer, Berlin, Heidelberg 1988)
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© 1991 Birkhäuser Boston
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Aeyels, D. (1991). On the dynamic behavior of the novelty detector and the novelty filter. In: Bonnard, B., Bride, B., Gauthier, JP., Kupka, I. (eds) Analysis of Controlled Dynamical Systems. Progress in Systems and Control Theory, vol 8. Birkhäuser Boston. https://doi.org/10.1007/978-1-4612-3214-8_1
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DOI: https://doi.org/10.1007/978-1-4612-3214-8_1
Publisher Name: Birkhäuser Boston
Print ISBN: 978-1-4612-7835-1
Online ISBN: 978-1-4612-3214-8
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