HIDDEN REGULAR VARIATION OF MOVING AVERAGE PROCESSES WITH HEAVY-TAILED INNOVATIONS

被引:4
|
作者
Resnick, Sidney I. [1 ]
Roy, Joyjit [1 ]
机构
[1] Cornell Univ, Sch Operat Res & Ind Engn, Ithaca, NY 14853 USA
关键词
Regular variation; multivariate heavy tail; hidden regular variation; moving average process;
D O I
10.1017/S002190020002132X
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 look at joint regular variation properties of MA(8) processes of the form X = (X-k, k is an element of Z), where X-k = Sigma(infinity)(j=0) psi(j)Z(k-j) and the sequence of random variables (Z(i), i is an element of Z) are independent and identically distributed with regularly varying tails. We use the setup of M-O-convergence and obtain hidden regular variation properties for X under summability conditions on the constant coefficients (psi(j) : j >= 0). Our approach emphasizes continuity properties of mappings and produces regular variation in sequence space.
引用
收藏
页码:267 / 279
页数:13
相关论文
共 50 条
  • [41] Detecting multifractal stochastic processes under heavy-tailed effects
    Grahovac, Danijel
    Leonenko, Nikolai N.
    CHAOS SOLITONS & FRACTALS, 2014, 65 : 78 - 89
  • [42] Asymptotic results for heavy-tailed Levy processes and their exponential functionals
    Xu, Wei
    BERNOULLI, 2021, 27 (04) : 2766 - 2803
  • [43] Renormalization theory of disordered contact processes with heavy-tailed dispersal
    Juhasz, Robert
    PHYSICAL REVIEW RESEARCH, 2023, 5 (03):
  • [44] Asymptotic behaviour of heavy-tailed branching processes in random environments
    Hong, Wenming
    Zhang, Xiaoyue
    ELECTRONIC JOURNAL OF PROBABILITY, 2019, 24
  • [45] Functional regular variation of Levy-driven multivariate mixed moving average processes
    Moser, Martin
    Stelzer, Robert
    EXTREMES, 2013, 16 (03) : 351 - 382
  • [46] Limit theorems for moving averages with random coefficients and heavy-tailed noise
    Kulik, R
    JOURNAL OF APPLIED PROBABILITY, 2006, 43 (01) : 245 - 256
  • [47] Rare-Event Simulation for Stochastic Recurrence Equations with Heavy-Tailed Innovations
    Blanchet, Jose
    Hult, Henrik
    Leder, Kevin
    ACM TRANSACTIONS ON MODELING AND COMPUTER SIMULATION, 2013, 23 (04): : 1 - 25
  • [48] Estimation Mean Change-Point in ARCH Models with Heavy-Tailed Innovations
    Jin, Hao
    Tian, Zheng
    Yang, Yunfeng
    COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2010, 39 (02) : 390 - 404
  • [49] Finite-sample bootstrap inference in GARCH models with heavy-tailed innovations
    Luger, Richard
    COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2012, 56 (11) : 3198 - 3211
  • [50] Multi-dimensional normal approximation of heavy-tailed moving averages
    Azmoodeh, Ehsan
    Ljungdahl, Mathias Morck
    Thaele, Christoph
    STOCHASTIC PROCESSES AND THEIR APPLICATIONS, 2022, 145 : 308 - 334