Abstract
Consideration was given to the problem of estimating the parameters of a trigonometric regression with the Gaussian Ornstein–Uhlenbeck noise. One-step sequential estimation procedure with a special stopping time defined by a sample Fischer information matrix was proposed. It ensures a given mean square accuracy of estimates uniformly over some parametric region. The results of Monte Carlo simulation of the sequential procedure were presented and compared with the maximum likelihood estimates.
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References
Liptser, R.Sh. and Shiryaev, A.N., Statistika sluchainykh protsessov (Statistics of Random Processes), Moscow: Nauka, 1974.
Novikov, A.A., Sequential Estimation of the Diffusion Process Parameters, Teor. Veroyatn. Primen., 1971, Vol. 16, No. 2, pp. 394–396
Borisov, V.Z. and Konev, V.V., Sequential Estimation of Parameters of Discrete Processes, Autom. Remote Control, 1977, Vol. 38, No. 10, part 1, pp. 1475–1480.
Vorobeichikov, S.E. and Konev, V.V., On Sequential Identification of Stochastic Systems, Izv. Akad. Nauk SSSR, Tekh. Kibern., 1960, No. 4, pp. 176–182
Lai, T.L. and Siegmund, D., Fixed Accuracy Estimation of an Autoregressive Parameter, Technical Report No. 189, Stanford: Stanford Univ., 1982.
Konev, V.V., Posledovatel’nye otsenki parametrov stokhastikikh dinamicheskikh sistem (Sequential Estimates of the Parameters of Stochastic Dynamic Systems), Tomsk: Tomsk. Univ., 1985.
Vasil’ev, V.A., Dobrovidov, A.V., and Koshkin, G.M., Neparametricheskoe otsenivanie funktsionalov ot raspredelenii statsionarnykh posledovatel’nostei (Nonparametric Estimation of the Functionals of Distributions of Stationary Sequences), Moscow: Nauka, 2004.
Dehling, H., Franke, B., and Kott, T. Drift Estimation For a Periodic Mean Reversion Process, Stat. Inference Stoch. Process., 2010, Vol. 13, pp. 175–192
Konev, V.V. and Pergamenshchikov, S.M., Sequential Estimation of the Parameters in a Trigonometric Regression Model with the Gaussian Colored Noise, Stat. Inference Stoch. Process., 2003, Vol. 6, pp. 215–235
Anderson, T.W., The Statistical Analysis of the Time Series, New York: Wiley, 1971. Translated under the title Statisticheskii analiz vremennykh ryadov, Moscow: Mir, 1976.
Araty, M., Linear Stochastic Systems with Constant Coefficients, New York: Springer-Verlag, 1982. Translated under the title Lineinye stokhasticheskie sistemy s postoyannymi koeffitsientami. Statisticheskii podkhod, Moscow: Nauka, 1989.
Bulinskii, A.V. and Shiryaev, A.N., Teoriya sluchainykh protsessov (Theory of Random Processes), Moscow: Fizmatlit, 2003.
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Original Russian Text © T.V. Emel’yanova, V.V. Konev, 2016, published in Avtomatika i Telemekhanika, 2016, No. 6, pp. 61–80.
This paper was recommended for publication by A.V. Nazin, a member of the Editorial Board
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Emel’yanova, T.V., Konev, V.V. On sequential estimation of the parameters of continuous-time trigonometric regression. Autom Remote Control 77, 992–1008 (2016). https://doi.org/10.1134/S0005117916060059
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DOI: https://doi.org/10.1134/S0005117916060059