WEAK-CONVERGENCE OF SUMS OF MOVING AVERAGES IN THE ALPHA-STABLE DOMAIN OF ATTRACTION

被引:70
|
作者
AVRAM, F
TAQQU, MS
机构
[1] BOSTON UNIV, DEPT MATH, BOSTON, MA 02215 USA
[2] UNIV N CAROLINA, CHAPEL HILL, NC 27514 USA
来源
ANNALS OF PROBABILITY | 1992年 / 20卷 / 01期
关键词
STABLE DISTRIBUTION; LEVY STABLE MOTION; WEAK CONVERGENCE; J1; TOPOLOGY; M1; MOVING AVERAGES;
D O I
10.1214/aop/1176989938
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
Skorohod has shown that the convergence of sums of i.i.d. random variables to an alpha-stable Levy motion, with 0 < alpha < 2, holds in the weak-J1 sense. J1 is the commonly used Skorohod topology. We show that for sums of moving averages with at least two nonzero coefficients, weak-J1 convergence cannot hold because adjacent jumps of the process can coalesce in the limit; however, if the moving average coefficients are positive, then the adjacent jumps are essentially monotone and one can have weak-M1 convergence. M1 is weaker than J1, but it is strong enough for the sup and inf functionals to be continuous.
引用
收藏
页码:483 / 503
页数:21
相关论文
共 50 条
  • [21] Stable limits of sums of bounded functions of long-memory moving averages with finite variance
    Surgailis, D
    BERNOULLI, 2004, 10 (02) : 327 - 355
  • [22] A STRONG APPROXIMATION THEOREM FOR SUMS OF RANDOM VECTORS IN THE DOMAIN OF ATTRACTION TO A STABLE LAW
    BERKES, I
    DABROWSKI, A
    DEHLING, H
    PHILIPP, W
    ACTA MATHEMATICA HUNGARICA, 1986, 48 (1-2) : 161 - 172
  • [23] MOVING AVERAGES - CONVOLUTIONS OF DISTRIBUTIONS WHICH ARE BOTH SUBEXPONENTIAL AND IN A DOMAIN OF ATTRACTION OF AN EXTREME VALUE LAW
    RESNICK, SI
    ADVANCES IN APPLIED PROBABILITY, 1988, 20 (01) : 5 - 5
  • [24] Image fusion method based on bivariate alpha-stable model in multiwavelet domain
    Cai Xi
    Zhao Wei
    Wang Jinkuan
    Han Guang
    JOURNAL OF ELECTRONIC IMAGING, 2013, 22 (03)
  • [25] Skewed alpha-stable distribution for natural texture modeling and segmentation in contourlet domain
    Katayoon Sarafrazi
    Mehran Yazdi
    EURASIP Journal on Image and Video Processing, 2019
  • [26] Adaptive Filter in Wavelet domain under Alpha-stable distribution pulse noise
    Zhao Zhijin
    Fu Baicheng
    Shang Junna
    ICSP: 2008 9TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, VOLS 1-5, PROCEEDINGS, 2008, : 211 - 214
  • [27] A study on image denoising in contourlet domain using the alpha-stable family of distributions
    Sadreazami, H.
    Ahmad, M. Omair
    Swamy, M. N. S.
    SIGNAL PROCESSING, 2016, 128 : 459 - 473
  • [28] A Study of Multiplicative Watermark Detection in the Contourlet Domain Using Alpha-Stable Distributions
    Sadreazami, Hamidreza
    Ahmad, M. Omair
    Swamy, M. N. S.
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2014, 23 (10) : 4348 - 4360
  • [29] Skewed alpha-stable distribution for natural texture modeling and segmentation in contourlet domain
    Sarafrazi, Katayoon
    Yazdi, Mehran
    EURASIP JOURNAL ON IMAGE AND VIDEO PROCESSING, 2019, 2019 (1)
  • [30] Robust Detection of DCT-domain Watermarks Using Alpha-stable Models
    Wu, Juying
    Sun, Zhongwei
    ICIEA: 2009 4TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, VOLS 1-6, 2009, : 3778 - +