THE RELATIONSHIP BETWEEN DIMENSION AND FRACTAL INDEX FOR STATIONARY STOCHASTIC PROCESSES

被引:34
|
作者
Hall, Peter [1 ]
Roy, Rahul
机构
[1] Australian Natl Univ, CMA, Canberra, ACT 2601, Australia
来源
ANNALS OF APPLIED PROBABILITY | 1994年 / 4卷 / 01期
关键词
Covariance; fractal dimension; fractal index; fractional index; Gaussian process; Hausdorff dimension; level crossing; variogram;
D O I
10.1214/aoap/1177005210
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
For Gaussian processes there is a simple and well-known relationship between the fractal dimension of sample paths and the fractal index of the covariance function. This property is of considerable practical interest, since it forms the basis of several estimators of fractal dimension. Motivated by statistical applications involving non-Gaussian processes, we discuss the relationship in a wider context. We show that the relationship fails in some circumstances, but nevertheless does hold in a variety of cases.
引用
收藏
页码:241 / 253
页数:13
相关论文
共 50 条
  • [21] THE RELATIONSHIP BETWEEN FRACTAL DIMENSION AND TERTIARY STRUCTURE OF PROTEIN MOLECULE
    WANG, CX
    SHI, YY
    HUANG, FH
    [J]. CHINESE SCIENCE BULLETIN, 1991, 36 (06): : 499 - 503
  • [22] Relationship between the fractal dimension and Krumbein's roundness number
    Vallejo, L.E.
    Zhou, Y.
    [J]. Soils and Foundations, 1995, 35 (01):
  • [23] The study of the relationship between the condition of image acquisition and the fractal dimension
    An, BM
    Heo, MS
    Lee, SP
    Lee, SS
    Choi, SC
    Park, TW
    [J]. JOURNAL OF DENTAL RESEARCH, 2002, 81 : B325 - B325
  • [24] Relationship between Compressive Strength and Fractal Dimension of Pore Structure
    Wang Jianzhong
    Tang Huiping
    Zhu Jilei
    Ao Qingbo
    Zhi Hao
    Ma Jun
    [J]. RARE METAL MATERIALS AND ENGINEERING, 2013, 42 (12) : 2433 - 2436
  • [25] Methods of measuring the fractal dimension and fractal signatures of a multidimensional stochastic
    Potapov, AA
    German, VA
    [J]. JOURNAL OF COMMUNICATIONS TECHNOLOGY AND ELECTRONICS, 2004, 49 (12) : 1370 - 1391
  • [26] Simulation of multivariate stationary stochastic processes using dimension-reduction representation methods
    Liu, Zhangjun
    Liu, Zenghui
    Peng, Yongbo
    [J]. JOURNAL OF SOUND AND VIBRATION, 2018, 418 : 144 - 162
  • [27] Stochastic models for fractal processes
    Anh, VV
    Heyde, CC
    Tieng, Q
    [J]. JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 1999, 80 (1-2) : 123 - 135
  • [28] Records in fractal stochastic processes
    Aliakbari, A.
    Manshour, P.
    Salehi, M. J.
    [J]. CHAOS, 2017, 27 (03)
  • [29] FRACTAL DIMENSION FOR GAUSSIAN COLORED PROCESSES
    LLOSA, J
    MASOLIVER, J
    [J]. PHYSICAL REVIEW A, 1990, 42 (08): : 5011 - 5014
  • [30] Relationship between the fractal dimension of orthopyroxene distribution and the temperature in mantle xenoliths
    Nkono, Collin
    Femenias, Olivier
    Lesne, Annick
    Mercier, Jean-Claude
    Ngounouno, Fadimatou Yamgouot
    Demaiffe, Daniel
    [J]. GEOLOGICAL JOURNAL, 2016, 51 (05) : 748 - 759