Central limit theorem for the empirical process of a linear sequence with long memory

被引:41
作者
Giraitis, L
Surgailis, D
机构
[1] London Sch Econ, London WC2A 2AE, England
[2] Inst Math & Informat, LT-2600 Vilnius, Lithuania
[3] Siauliai Univ, LT-2600 Vilnius, Lithuania
关键词
long-range dependence; empirical process; functional central limit theorem;
D O I
10.1016/S0378-3758(98)00243-2
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We discuss the functional central limit theorem (FCLT) for the empirical process of a moving-average stationary sequence with long memory. The cases of one-sided and double-sided moving averages are discussed. In the case of one-sided (causal) moving average, the FCLT is obtained under weak conditions of smoothness of the distribution and the existence of (2 + delta)-moment of i.i.d. innovations, by using the martingale difference decomposition due to Ho and Hsing (1996, Ann. Statist. 24, 992-1014). In the case of double-sided moving average, the proof of the FCLT is based on an asymptotic expansion of the bivariate probability density. (C) 1999 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:81 / 93
页数:13
相关论文
共 23 条
[1]   NONCENTRAL LIMIT-THEOREMS AND APPELL POLYNOMIALS [J].
AVRAM, F ;
TAQQU, MS .
ANNALS OF PROBABILITY, 1987, 15 (02) :767-775
[3]  
Beran J., 1992, STAT SCI, V7, P404, DOI [10.1214/ss/1177011122, DOI 10.1214/SS/1177011122]
[4]  
Billingsley P, 1968, CONVERGE PROBAB MEAS
[5]  
Csorgo S, 1996, PROBAB THEORY REL, V104, P15
[6]   DENSITY-ESTIMATION UNDER LONG-RANGE DEPENDENCE [J].
CSORGO, S ;
MIELNICZUK, J .
ANNALS OF STATISTICS, 1995, 23 (03) :990-999
[7]   THE EMPIRICAL PROCESS OF SOME LONG-RANGE DEPENDENT SEQUENCES WITH AN APPLICATION TO U-STATISTICS [J].
DEHLING, H ;
TAQQU, MS .
ANNALS OF STATISTICS, 1989, 17 (04) :1767-1783
[8]   NON-CENTRAL LIMIT-THEOREMS FOR NONLINEAR FUNCTIONALS OF GAUSSIAN FIELDS [J].
DOBRUSHIN, RL ;
MAJOR, P .
ZEITSCHRIFT FUR WAHRSCHEINLICHKEITSTHEORIE UND VERWANDTE GEBIETE, 1979, 50 (01) :27-52
[9]  
DOUKHAN P, 1995, ANN I H POINCARE-PR, V31, P393
[10]  
DOUKHAN P, 1997, PREPUBLICATIONS U PA, V9755