On asymptotic behavior of cross-correlogram estimators of response functions in linear Volterra systems
Teoriâ slučajnyh processov, Tome 15 (2009) no. 2, pp. 84-98.

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The problem of estimation of an unknown response function of a linear system with inner noises is considered. We suppose that the response function of the system belongs to $L_{2}(\bf{R})$. Integral-type sample input-output cross-correlograms are taken as estimators of the response function. The inputs are supposed to be zero-mean stationary Gaussian processes close, in some sense, to a white noise. Both the asymptotic normality of finite-dimensional distributions of the centered estimators and their asymptotic normality in the space of continuous functions are studied.
Keywords: Response function, sample cross-correlogram, integral involving a cyclic product of kernels, asymptotic normality.
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V. V. Buldygin; I. P. Blazhievska. On asymptotic behavior of cross-correlogram estimators of response functions in linear Volterra systems. Teoriâ slučajnyh processov, Tome 15 (2009) no. 2, pp. 84-98. http://geodesic.mathdoc.fr/item/THSP_2009_15_2_a5/

[1] H. Akaike, “On statistical estimation of the frequency response function of a system having multiple input”, Ann. Inst. Statist. Math., 17 (1965), 185–210

[2] J. S. Bendat, A. G. Piersol, Engineering Applications of Correlation and Spectral Analysis, Wiley, New York, 1993

[3] R. Bentkus, “On asymptotic normality of the estimator of the spectral function”, Lithuanian Math. J., 12:3 (1972), 3–17

[4] D. Bosq, O. Lessi, “Recursive nonparametric estimation of nonlinear systems of Volterra type”, Statistica (Bologna), 55 (1995), 263–284

[5] D. R. Brillinger, Time Series: Data Analysis and Theory, Holden Day, San Francisco, 1981

[6] V. V. Buldygin, “On the properties of an empirical correlogram of a Gaussian process with square integrable spectral density”, Ukran. Math. J., 47:7 (1995), 1006–1021

[7] V. V. Buldygin, I. P. Blazhievska, “On correlation properties of the cross-correlogram estimators of impulse response functions”, Naukovi Visti NTUU “KPI” (to appear) (in Ukrainian)

[8] V. V. Buldygin, O. O. Dychovichny, “On some singular integrals and their applications to the problem of statistical estimation”, Theor. Probab. and Math. Statist., 53 (1996), 19–31

[9] V. V. Buldygin, Fu Li, “On asymptotical normality of an estimation of unit impulse responses of linear systems. I, II”, Theor. Probab. and Math. Statist., 54 (1997), 17–24; 55, 29–36

[10] V. V. Buldygin, Yu. V. Kozachenko, Metric Charactirization of Random Variables and Random Processes, Amer. Math. Soc., Providence, RI, 2000

[11] V. V. Buldygin, V. G. Kurotschka, “On cross-correlogram estimators of the response function in continuous linear systems from discrete observations”, Random Oper. and Stoch. Eq., 7:1 (1999), 71–90

[12] V. Buldygin, F. Utzet, V. Zaiats, “Cross-correlogram estimates of the response function in linear and bilinear Volterra systems”, Prague Stochastics'98, v. 1, eds. Huskova M., et al., Union of Czech Mathematicians and Physicists, Prague, 1998, 61–66

[13] V. Buldygin, F. Utzet, V. Zaiats, “Asymptotic normality of cross-correlongram estimates of the response function”, Statistical Interference for Stochastic Processes, 7 (2004), 1–34

[14] G. L. Cariolaro, G. B. Di Masi, “Second-order analysis of the input of a discrete-time Volterra system driven by white noise”, IEEE Trans. Inform. Theory, 26 (1980), 175–184

[15] R. M. Dudley, “Sample functions of the Gaussian process”, Ann. of Probab., 1 (1973), 66–103

[16] R. E. Edwards, Functional Analysis: Theory and Applications, Holt, Rinehart and Winston, New York, 1965

[17] A. N. Kolmogorov, S. V. Fomin, Elements of the Theory of Functions and Functional Analysis, Nauka, Moscow, 1976 (in Russian)