Abstract
In this paper, we generalize a result on approximation of sums by sums with a fixed number of summands in [V. Bentkus, A new method for approximation in probability and operator theories, Lith. Math. J., 43(4):367–388, 2003] for independent identically distributed summands to the case of independent nonidentically distributed real summands.
We also show that the interpolating functions sine and cosine in the paths of random variables of a special form of the so-called smart path method, introduced in the Bentkus paper, can be successfully replaced by other interpolating functions to obtain the same estimates with the same constants. The obtained results for sums with a fixed number of summands are used to obtain some approximation estimates for random sums by random sums.
We obtain estimates of the difference |Eh(Sn) − Eh(Zn)| for smooth real functions h and of the difference \( \left|\mathbf{E}{\mathrm{e}}^{\mathrm{i}t{S}_n/{b}_n}-\mathbf{E}{\mathrm{e}}^{\mathrm{i}t{Z}_n/{b}_n}\right| \), where bn > 0, of the characteristic functions of the normalized sums Sn/bn and Zn/bn of independent random variables by the smart path interpolation method.
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References
V. Bentkus, A new method for approximation in probability and operator theories, Lith. Math. J., 43(4):367–388, 2003.
V. Bentkus and J. Sunklodas, On normal approximations to strongly mixing random fields, Publ. Math., 70(3–4): 253–270, 2007.
R.N. Bhattacharya and R. Ranga Rao, Normal Approximation and Asymptotics Expansions, Krieger, Malabar, FL, 1986.
L.H.Y. Chen, L. Goldstein, and Q.-M. Shao, Normal Approximation by Stein’sMethod, Springer, Berlin, Heidelberg, 2011.
V. Chernozhukov, D. Chetverikov, and K. Kato, Gaussian approximations and multiplier bootstrap for maxima of sums of high-dimensional random vectors, 2018, arXiv:1212.6906v6.
V. Čekanavičius, Approximation Methods in Probability Theory, Universitext, Springer, Cham, 2016.
V.M. Kruglov and V.Yu. Korolev, Limit Theorems for Random Sums, Moscow Univ. Press, Moscow, 1990 (in Russian).
V.V. Petrov, Sums of Independent Random Variables, Springer, Berlin, Heidelberg, 1975.
A.N. Shiryaev, Probability, 2nd ed., Springer, New York, 1996.
D. Slepian, The one-side barrier problem for Gaussian white noise, Bell Syst. Tech. J., 41:463–501, 1962.
J. Sunklodas, Some estimates of the normal approximation for independent non-identically distributed random variables, Lith. Math. J., 51(1):66–74, 2011.
J. Sunklodas, Some estimates of the normal approximation for 𝜑-mixing random variables, Lith.Math. J., 51(2):260– 273, 2011.
M. Talagrand, Mean Field Models for Spin Glasses. Vol. I: Basic Examples, Springer, Berlin, Heidelberg, 2010.
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Sunklodas, J.K. On Some Approximations for Sums of Independent Random Variables. Lith Math J 62, 218–238 (2022). https://doi.org/10.1007/s10986-022-09560-1
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DOI: https://doi.org/10.1007/s10986-022-09560-1