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Nonparametric identification of quasi-stationary systems
Authors:Leszek Rutkowski
Affiliation:Department of Electrical Engineering, Technical University of Cz?stochowa, Zawadzkiego 17, 42-200 Cz?stochowa, Poland
Abstract:Recursive estimates of a regression function — based on the Parzen-Rosenblatt kernels — are applied for identification of quasi-stationary systems. It is shown that these estimates do not lose their asymptotic properties even if the data are not stationary. Conditions for weak and strong pointwise consistency are given.
Keywords:Author Keywords: Nonparametric regression estimates   Quasi-stationary systems   Weak convergence   Strong convergence   Nonstationary systems
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