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
  • [21] Subsampling tests for the mean change point with heavy-tailed innovations
    Jin, Hao
    Tian, Zheng
    Qin, Ruibing
    MATHEMATICS AND COMPUTERS IN SIMULATION, 2009, 79 (07) : 2157 - 2166
  • [22] Fourier inference for stochastic volatility models with heavy-tailed innovations
    Ebner, Bruno
    Klar, Bernhard
    Meintanis, Simos G.
    STATISTICAL PAPERS, 2018, 59 (03) : 1043 - 1060
  • [23] Fourier inference for stochastic volatility models with heavy-tailed innovations
    Bruno Ebner
    Bernhard Klar
    Simos G. Meintanis
    Statistical Papers, 2018, 59 : 1043 - 1060
  • [24] Truncating estimation for the change in stochastic trend with heavy-tailed innovations
    Ruibing Qin
    Zheng Tian
    Hao Jin
    Statistical Papers, 2011, 52 : 203 - 217
  • [25] Truncating estimation for the change in stochastic trend with heavy-tailed innovations
    Qin, Ruibing
    Tian, Zheng
    Jin, Hao
    STATISTICAL PAPERS, 2011, 52 (01) : 203 - 217
  • [26] Block bootstrap testing for changes in persistence with heavy-tailed innovations
    Qin, Ruibing
    Liu, Yang
    COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2018, 47 (05) : 1104 - 1116
  • [27] ESTIMATION FOR HEAVY TAILED MOVING AVERAGE PROCESS
    Ouadjed, Hakim
    Mami, Tawfiq Fawzi
    KYBERNETIKA, 2018, 54 (02) : 351 - 362
  • [28] Limit theory of quadratic forms of long-memory linear processes with heavy-tailed GARCH innovations
    Chan, Ngai Hang
    Zhang, Rong-Mao
    JOURNAL OF MULTIVARIATE ANALYSIS, 2013, 120 : 18 - 33
  • [29] Superposition of renewal processes with heavy-tailed interarrival times
    Mitov, KV
    Yanev, NM
    STATISTICS & PROBABILITY LETTERS, 2006, 76 (06) : 555 - 561
  • [30] The sample autocorrelations of heavy-tailed processes with applications to arch
    Davis, RA
    Mikosch, T
    ANNALS OF STATISTICS, 1998, 26 (05): : 2049 - 2080