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Estimation of a matrix-valued parameter of an autoregressive process with nonstationary noise
Author(s):
A.
P.
Yurachkivskii;
D.
O.
Ivanenko
Translated by:
V. Zayats
Original publication:
Teoriya Imovirnostei ta Matematichna Statistika,
vipusk 72
(2005).
Journal:
Theor. Probability and Math. Statist.
No. 72
(2006),
177-191.
MSC (2000):
Primary 62F12;
Secondary 60F05
Posted:
September 6, 2006
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Additional information
Abstract:
Suppose that is the least squares estimator constructed from observations of an unknown matrix in an autoregressive process . Under the assumption that the sequence is a martingale difference, not necessarily stationary and ergodic, we find the limit distribution as of the statistic by using methods of stochastic analysis. This limit distribution may be different from the normal distribution.
References:
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- 2.
- V. O. Koval, Limit theorems for operator-normalized random vectors. II, Teor. Imov
r. Mat. Stat. 62 (2000), 37-47; English transl. in Theory Probab. Math. Statist. 62 (2001), 39-49. MR 1871507 (2002j:60051 - 3.
- R. Sh. Liptser and A. N. Shiryaev, Theory of Martingales, ``Nauka'', Moscow, 1986; English transl., Kluwer, Dordrecht, 1989. MR 1022664 (90j:60046)
- 4.
- J. Jacod and A. N. Shiryaev, Limit Theorems for Stochastic Processes, Springer-Verlag, Berlin, 1987. MR 0959133 (89k:60044)
- 5.
- T. W. Anderson, The Statistical Analysis of Time Series, John Wiley & Sons, Inc., New York, 1971. MR 0283939 (44:1169)
- 6.
- I. Vuchkov, L. Boyadzhieva, and E. Solakov, Applied Linear Regression Analysis, ``Finansy i Statistika'', Moscow, 1987. (Russian) MR 0935130 (89f:62058)
- 7.
- A. Ya. Dorogovtsev, The Theory of Estimates of the Parameters of Random Processes, ``Vishcha Shkola'', Kiev, 1982. (Russian) MR 0668517 (84h:62122)
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Additional Information:
A.
P.
Yurachkivskii
Affiliation:
Department of Mathematics and Theoretical Radiophysics, Faculty of Radiophysics, Taras Shevchenko National University, Glushkov Ave. 2, Building 5, 03127 Kyïv, Ukraine
Email:
yap@univ.kiev.ua
D.
O.
Ivanenko
Affiliation:
Department of Mathematics and Theoretical Radiophysics, Faculty of Radiophysics, Taras Shevchenko National University, Glushkov Ave. 2, Building 5, 03127 Kyïv, Ukraine
Email:
ida@univ.kiev.ua
DOI:
10.1090/S0094-9000-06-00675-2
PII:
S 0094-9000(06)00675-2
Received by editor(s):
24/MAY/2004
Posted:
September 6, 2006
Copyright of article:
Copyright
2006,
American Mathematical Society
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