Remote Access Theory of Probability and Mathematical Statistics

Theory of Probability and Mathematical Statistics

ISSN 1547-7363(online) ISSN 0094-9000(print)

Request Permissions   Purchase Content 
 
 

 

Cross-correlogram estimators of impulse response functions


Authors: Yu. V. Kozachenko and I. V. Rozora
Translated by: S. Kvasko
Original publication: Teoriya Imovirnostei ta Matematichna Statistika, tom 93 (2015).
Journal: Theor. Probability and Math. Statist. 93 (2016), 79-91
MSC (2010): Primary 62M20, 60E15
DOI: https://doi.org/10.1090/tpms/995
Published electronically: February 7, 2017
Full-text PDF

Abstract | References | Similar Articles | Additional Information

Abstract: The integral cross-correlogram estimator of the response function for a linear homogeneous system is considered in this paper. An upper bound for the tail of the distribution of the supremum of the estimation error is found. In the proof, we use some properties of square-Gaussian stochastic processes.


References [Enhancements On Off] (What's this?)

  • 1. I. P. Blazhievs'ka, Asymptotic unbiasedness and consistency of correlogram estimators of impulse response functions in linear homogeneous systems, Naukovi Visti NTUU ``KPI'' 4 (2014), 7-12. (Ukrainian)
  • 2. V. V. Buldygin and I. P. Blazhievs'ka, Correlation properties of correlogram estimators of impulse response functions, Naukovi Visti NTUU ``KPI'' 5 (2009), 120-128. (Ukrainian)
  • 3. V. V. Buldygin and I. P. Blazhievs'ka, Asymptotic properties of correlogram estimators of impulse response functions in linear systems, Naukovi Visti NTUU ``KPI'' 4 (2010), 16-27. (Ukrainian)
  • 4. I. I. Gikhman and A. V. Skorokhod, Introduction to the Theory of Random Processes, ``Nauka'', Moscow, 1977; English transl., Scripta Technica, Inc. W. B. Saunders Co., Philadelphia, Pa.-London-Toronto, Ont. 1969 MR 0247660
  • 5. Yu. V. Kozachenko, A. O. Pashko, and I. V. Rozora, Modelling Stochastic Processes and Ransom Fields, ``Zadruga'', Kyiv, 2007. (Ukrainian)
  • 6. V. V. Buldygin and Yu. V. Kozachenko, Metric characterization of random variables and random processes, TViMS, Kiev, 1998; English transl., American Mathematical Society, Providence, RI, 2000. MR 1743716
  • 7. V. V. Buldygin and V. G. Kurotschka, On cross-correlogram estimators of the response function in continuous linear systems from discrete observations, Random Oper. Stoch. Equ. 7 (1999), no. 1, 71-90. MR 1677746
  • 8. V. V. Buldygin and Fu Li, On asymptotic normality of an estimation of unit impulse responses of linear system I, Teor. Ĭmovir. Mat. Stat. 54 (1996), 16-24; Enlglish transl. in Theor. Probability and Math. Statist. 54 (1997), 3-17.
  • 9. V. V. Buldygin and Fu Li, On asymptotic normality of an estimation of unit impulse responses of linear system II, Teor. Ĭmovir. Mat. Stat. 55 (1996), 30-37; English transl. in Theor. Probability and Math. Statist. 55 (1997), 30-37.
  • 10. V. Buldygin, F. Utzet, and V. Zaiats, Asymptotic normality of cross-correlogram estimators of the response function, Stat. Inference Stoch. Process. 7 (2004), 1-34. MR 2041907
  • 11. V. Buldygin, F. Utzet, and V. Zaiats, A note on the application of intergals involving cyclic products of kernels, Qüestiió 26, no. 1-2 (2002), 3-14. MR 1924680
  • 12. Yu. V. Kozachenko and O. V. Stus, Square-Gaussian random processes and estimators of covariance functions, Math. Communications 3 (1998), no. 1, 83-94. MR 1648867

Similar Articles

Retrieve articles in Theory of Probability and Mathematical Statistics with MSC (2010): 62M20, 60E15

Retrieve articles in all journals with MSC (2010): 62M20, 60E15


Additional Information

Yu. V. Kozachenko
Affiliation: Department of Probability Theory, Statistics, and Actuarial Mathematics, Faculty for Mechanics and Mathematics, National Taras Shevchenko University, Academician Glushkov Avenue, 6, Kyiv 03127, Ukraine
Email: yvk@univ.kiev.ua

I. V. Rozora
Affiliation: Department of Applied Statistics, Faculty for Cybernetics, National Taras Shevchenko University, Academician Glushkov Avenue, 6, Kyiv 03127, Ukraine
Email: irozora@bigmir.net

DOI: https://doi.org/10.1090/tpms/995
Keywords: Correlogram, impulse response function, large deviation probabilities
Received by editor(s): July 9, 2015
Published electronically: February 7, 2017
Additional Notes: The paper was prepared following the talk at the International Conference “Probability, Reliability and Stochastic Optimization (PRESTO-2015)” held in Kyiv, Ukraine, April 7–10, 2015
Article copyright: © Copyright 2017 American Mathematical Society

American Mathematical Society