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• W2897860172 abstract "Abstract In this paper we consider nonparametric identification of nonlinear autoregressive systems with exogenous inputs. Using a kernel function, a general criterion is introduced for estimating the values of the nonlinear function within the system at any fixed point. The criterion function includes the classical kernel based Ll, l > 1 criteria for nonparametric identification as special cases. By transforming the optimization of the criterion function into a root-finding problem, it is proved that the zero point of the root-finding function converges to the optimal value of the criterion function with probability one. A numerical example illustrating the convergence result is also given." @default.
• W2897860172 created "2018-10-26" @default.
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• W2897860172 date "2018-01-01" @default.
• W2897860172 modified "2023-09-25" @default.
• W2897860172 title "A general convergence result for kernel-based nonparametric identification of nonlinear stochastic systems" @default.
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• W2897860172 doi "https://doi.org/10.1016/j.ifacol.2018.09.223" @default.
• W2897860172 hasPublicationYear "2018" @default.
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