On the rates in the central limit theorem for weakly dependent random fields

SummaryLet {Xa;a∈Zd} (d≧2) be a random field satisfying some weak dependence condition. For a finite subset V of Zd, set $$S(V) = \sum\limits_{a \in V} {X_a } $$ . In this paper, under the conditions related to moment and dependence coefficients, we show that L∞- and L1-rates in the central limit theorem for S(V) are of order O(¦V¦−1/2(log¦V¦)d) (strong mixing case): O(¦V¦−1/2) (m-dependent case). Here ¦V¦ denotes the number of elements in V. The content of this paper is a negative answer to the conjecture of Prakasa Rao (Z. Wahrscheinlichkeitstheorie verw. Gebiete 58, 247–256 (1981)).

[1]  W. Philipp,et al.  Almost sure invariance principles for partial sums of weakly dependent random variables , 1975 .

[2]  P. L. Dobruschin The Description of a Random Field by Means of Conditional Probabilities and Conditions of Its Regularity , 1968 .

[3]  Louis H. Y. Chen,et al.  An $L_p$ Bound for the Remainder in a Combinatorial Central Limit Theorem , 1978 .

[4]  Ken-ichi Yoshihara Moment inequalities for mixing sequences , 1978 .

[5]  C. M. Deo,et al.  A Note on Empirical Processes of Strong-Mixing Sequences , 1973 .

[6]  L_1 bounds for asymptotic normality of m-dependent sums using Stein's technique , 1974 .

[7]  Probability inequalities for sums of absolutely regular processes and their applications , 1978 .

[8]  C. M. Deo,et al.  A Functional Central Limit Theorem for Stationary Random Fields , 1975 .

[9]  B. Rosén A note on asymptotic normality of sums of higher-dimensionally indexed random variables , 1969 .

[10]  C. Stein A bound for the error in the normal approximation to the distribution of a sum of dependent random variables , 1972 .

[11]  B. Rao A non-uniform estimate of the rate of convergence in the central limit theorem for m-dependent random fields , 1981 .

[12]  Erwin Bolthausen,et al.  The Berry-Esseén theorem for strongly mixing Harris recurrent Markov chains , 1982 .

[13]  Louis H. Y. Chen Two central limit problems for dependent random variables , 1978 .

[14]  C. C. Neaderhouser Limit Theorems for Multiply Indexed Mixing Random Variables, with Application to Gibbs Random Fields , 1978 .

[15]  Louis H. Y. Chen An approximation theorem for sums of certain randomly selected indicators , 1975 .

[16]  I. G. Zhurbenko,et al.  The central limit theorem for random fields , 1976 .