Abstract
Under the assumption that the distribution function of the observation noise is known, both for the case of a predefined observation design and the case where observation designing is possible, we construct estimates of smooth functionals of the regression function, for which lower bounds on mean-square risks of arbitrary estimates of smooth functionals obtained in [1, 2] are asymptotically attained.
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REFERENCES
Pastukhova, Yu. I., Nonparametric Estimation of a Linear Functional of the Regression Function for a Given Design, Zap. Nauchn. Sem. Leningr. Otdel. Mat. Inst. Steklov (LOMI), 1988, vol. 166, pp. 143–154.
Pastukhova, Yu. I. and Hasminskii, R.Z, Estimation of a Nonlinear Functional from the Regression Function with the Possibility of the Regressor’s Design, Probl. Control Inf. Theory, 1989, vol. 18, no. 2, pp. 65–77.
Pastukhova, Yu. I., Nonparametric Estimation of Linear Functionals of the Regression Function for a Known Conditional Distribution of the Observation Noise, Probl. Peredachi Inf., 1999, vol. 35, no. 2, pp. 67–74 [Probl. Inf. Trans. (Engl. Transl.), 1999, vol. 35, no. 2, pp. 150–157].
Khas’minskii, R.Z., On Nonparametric Estimation of a Linear Functional of the Regression Function in Observation Planning, Probl. Peredachi Inf., 1986, vol. 22, no. 3, pp. 43–61 [Probl. Inf. Trans. (Engl. Transl.), 1986, vol. 22, no. 3, pp. 192–208].
Ibragimov, I.A. and Khas’minskii, R.Z., Asimptoticheskaya teoriya otsenivaniya, Moscow: Nauka, 1979. Translated under the title Statistical Estimation. Asymptotic Theory, New York: Springer, 1981.
Pastukhova, Yu. I. and Khas’minskii, R.Z., Nonparametric Estimation of a Linear Functional of the Regression Function for a Given Observation Design, Probl. Peredachi Inf., 1988, vol. 24, no. 3, pp. 55–65 [Probl. Inf. Trans. (Engl. Transl.), 1988, vol. 24, no. 3, pp. 215–223].
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Translated from Problemy Peredachi Informatsii, No. 4, 2004, pp. 79–94.
Original Russian Text Copyright © 2004 by Pastukhova.
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Pastukhova, Y.I. Asymptotically efficient estimation of smooth functionals of the regression function for a known distribution of the observation noise. Probl Inf Transm 40, 365–378 (2004). https://doi.org/10.1007/s11122-005-0005-7
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DOI: https://doi.org/10.1007/s11122-005-0005-7