Operator self-similar processes and functional central limit theorems

被引:6
作者
Characiejus, Vaidotas [1 ]
Rackauskas, Alfredas [1 ]
机构
[1] Vilnius Univ, Fac Math & Informat, LT-03225 Vilnius, Lithuania
关键词
Linear process; Long memory; Self-similar process; Functional central limit theorem; STOCHASTIC-PROCESSES; WEAK-CONVERGENCE;
D O I
10.1016/j.spa.2014.03.007
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
Let {X-k : k >= 1) be a linear process with values in the separable Hilbert space L-2(mu) given by X-k = Sigma(infinity)(j=0)(j + 1) D epsilon k-j for each k >= 1, where D is defined by Df = {d (s) f (s) : s is an element of S) for each f is an element of L-2(mu) with d : S -> R and {epsilon(k) : k is an element of Z) are independent and identically distributed L-2(mu)-valued random elements with E epsilon(0) = 0 and E parallel to epsilon(0)parallel to(2) < infinity. We establish sufficient conditions for the functional central limit theorem for {X-k : k >= 1} when the series of operator norms Sigma(infinity)(j=0) parallel to(j + 1)parallel to(-D)parallel to diverges and show that the limit process generates an operator self-similar process. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:2605 / 2627
页数:23
相关论文
共 19 条
[1]  
Billingsley Patrick, 1999, Convergence of probability measures, V2nd
[2]   The central limit theorem for a sequence of random processes with space-varying long memory [J].
Characiejus, Vaidotas ;
Rackauskas, Alfredas .
LITHUANIAN MATHEMATICAL JOURNAL, 2013, 53 (02) :149-160
[3]   ON WEAK-CONVERGENCE OF INTEGRAL FUNCTIONALS OF STOCHASTIC-PROCESSES WITH APPLICATIONS TO PROCESSES TAKING PATHS IN LPE [J].
CREMERS, H ;
KADELKA, D .
STOCHASTIC PROCESSES AND THEIR APPLICATIONS, 1986, 21 (02) :305-317
[4]   ON WEAK-CONVERGENCE OF STOCHASTIC-PROCESSES WITH LUSIN PATH SPACES [J].
CREMERS, H ;
KADELKA, D .
MANUSCRIPTA MATHEMATICA, 1984, 45 (02) :115-125
[5]   Integral representations and properties of operator fractional Brownian motions [J].
Didier, Gustavo ;
Pipiras, Vladas .
BERNOULLI, 2011, 17 (01) :1-33
[6]  
Embrechts P, 2002, PRIN SER APPL MATH, P1
[7]  
Gin├a┬ E., 1980, STOCHASTICA, V4, P43
[8]  
Giraitis L., 2012, Large Sample Inference for Long Memory Processes
[9]   OPERATOR-SELF-SIMILAR PROCESSES IN A FINITE-DIMENSIONAL SPACE [J].
HUDSON, WN ;
MASON, JD .
TRANSACTIONS OF THE AMERICAN MATHEMATICAL SOCIETY, 1982, 273 (01) :281-297
[10]  
Kallenberg O., 1997, Probability and Its Applications