Abstract
In this paper, we consider L 1 upper bounds in the global central limit theorem for the sequence of r.v.’s (not necessarily stationary) satisfying the ψ-mixing condition. In a particular case, under the finiteness of the third absolute moments of summands A i and that of the series ∑r⩾1 r 2 φ(r), we obtain bounds of order O(n −1/2) for Δn1:= ∫ ∞−∞ |ℙ{A 1 + ⋯ + A n < x} − Φ(x)|dx, where \(A_i = X_i /B_n , B_n^2 = \mathbb{E}(X_1 + \cdots + X_n )^2 > 0,\Phi (x)\) is the standard normal distribution function, and ψ is the function participating in the definition of the ψ-mixing condition. Moreover, we apply the obtained results to get the convergence rate in the so-called discounted global CLT for a sequence of r.v.’s, satisfying the ψ-mixing condition. The bounds obtained provide convergence rates in the discounted global CLT of the same order as in the case of i.i.d. summands with a finite third absolute moment, i.e., of order O((1 − υ)1/2), where υ is a discount factor, 0 < υ < 1.
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References
V. Bentkus and J. Sunklodas, On normal approximations to stongly mixing random fields, Publ. Math. Debrecen (to appear).
R. N. Bhattacharya and R. Ranga Rao, Normal Approximation and Asymptotic Expansions, John Wiley, New York (1976).
A. V. Bulinski, Limit Theorems Under Weak Dependence Conditions (in Russian), Moscow State Univ. Press, Moscow (1989).
C. Cealera, Contributions to the study of dependent random variables (in Romanian), Stud. Cerc. Mat. 44, 13–35 (1992).
J. Dedecker and E. Rio, On Esseen’s mean central limit theorem for dependent sequences, in: Prépublication ou rapport de recherche numéro 138. Laboratoire de Mathématiques LAMA UMR CNRS 8100, Université de Versailles Saint-Quentin, Versailles (France) (2005).
R. V. Erickson, L 1 bounds for asymptotic normality of m-dependent sums using Stein’s technique, Ann. Probab., 2, 522–529 (1974).
H. U. Gerber, The discounted central limit theorem and its Berry-Esseén analogue, Ann. Math. Statist., 42(1), 1971, 389–392.
P. Hall and C. C. Heyde, Martingale Limit Theory and Its Applications, Academic Press, New York (1980).
S.-T. Ho and L. H. Y. Chen, An L p bound for the remainder in a combinatorial central limit theorem, Ann. Probab., 6, 231–249 (1978).
I. A. Ibragimov and Yu. V. Linnik, Independent and Stationary Sequences of Random Variables, Wolters-Noordhoff, Groningen (1971).
Z. Y. Lin and C. R. Lu, Limit Theory for Mixing Dependent Random Variables, Kluwer, Dordrecht (1996).
E. Rio, Sur le théorème de Berry-Esseen pour les suites faiblement dépendantes, Probab. Theory Related Fields, 104, 255–282 (1996).
Ch. Stein, A bound for the error in the normal approximation to the distribution of a sum of dependent random variables, in: Proc. Math. Statist. and Probab., vol. 2, Univ. Calif. Press, Berkeley, CA (1972), pp. 583–602.
J. Sunklodas, Distance in the L 1 metric between the distribution of a sum of weakly dependent random variables and the normal distribution function, Lith. Math. J., 22(2), 177–189 (1982).
J. Sunklodas, Estimation of the rate of convergence in the central limit theorem for weakly dependent random fields, Lith. Math. J., 26(3), 272–287 (1986).
J. Sunklodas, Approximation of distributions of sums of weakly dependent random variables by the normal distribution, in: Limit Theorems of Probability Theory, Yu. V. Prokhorov, V. Statulevičius (Eds.), Springer, Berlin (2000), pp. 113–165.
J. Sunklodas, On the normal approximation for strongly mixing random variables, Acta Appl. Math. (to appear).
H. Takahata, On the rates in the central limit theorem for weakly dependent random fields, Z. Wahrsch. verw. Geb., 64, 445–456.r17 (1983).
A. N. Tikhomirov, On the rate of convergence in the central limit theorem for weakly dependent variables, Theory Probab. Appl., 25, 790–809 (1980).
S. A. Utev, On a method of studying sums of weakly dependent random variables, Siberian Math. J., 4, 675–690 (1991).
T. M. Zuparov, On the convergence in the central limit theorem for weakly dependent random variables, Theory Probab. Appl., 36, 635–643 (1991).
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Published in Lietuvos Matematikos Rinkinys, Vol. 46, No. 4, pp. 584–597, October–December, 2006.
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Sunklodas, J. On the discounted global CLT for some weakly dependent random variables. Lith Math J 46, 475–486 (2006). https://doi.org/10.1007/s10986-006-0043-x
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DOI: https://doi.org/10.1007/s10986-006-0043-x