Parametric estimation of a bivariate stable Levy process

被引:12
|
作者
Esmaeili, Habib [1 ]
Klueppelberg, Claudia [1 ,2 ]
机构
[1] Tech Univ Munich, Ctr Math Sci, D-85748 Garching, Germany
[2] Tech Univ Munich, Inst Adv Study, D-85748 Garching, Germany
关键词
Levy copula; Maximum likelihood estimation; Dependence structure; Fisher information matrix; Multivariate stable process; Parameter estimation; GAMMA;
D O I
10.1016/j.jmva.2011.01.008
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 propose a parametric model for a bivariate stable Levy process based on a Levy copula as a dependence model. We estimate the parameters of the full bivariate model by maximum likelihood estimation. As an observation scheme we assume that we observe all jumps larger than some epsilon > 0 and base our statistical analysis on the resulting compound Poisson process. We derive the Fisher information matrix and prove asymptotic normality of all estimates when the truncation point epsilon -> 0. A simulation study investigates the loss of efficiency because of the truncation. (c) 2011 Elsevier Inc. All rights reserved.
引用
收藏
页码:918 / 930
页数:13
相关论文
共 50 条
  • [21] Stylized Model of Levy Process in Risk Estimation
    Yun, Xin
    Ye, Yanyi
    Liu, Hao
    Li, Yi
    Lai, Kin-Keung
    MATHEMATICS, 2023, 11 (06)
  • [22] Parameter estimation of a bivariate compound Poisson process
    Esmaeili, Habib
    Klueppelberg, Claudia
    INSURANCE MATHEMATICS & ECONOMICS, 2010, 47 (02): : 224 - 233
  • [23] Non-Gaussian quasi-likelihood estimation of SDE driven by locally stable Levy process
    Masuda, Hiroki
    STOCHASTIC PROCESSES AND THEIR APPLICATIONS, 2019, 129 (03) : 1013 - 1059
  • [24] Threshold Estimation for a Spectrally Negative Levy Process
    You, Honglong
    Yin, Chuncun
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2020, 2020
  • [25] SPECTRAL ESTIMATION OF THE FRACTIONAL ORDER OF A LEVY PROCESS
    Belomestny, Denis
    ANNALS OF STATISTICS, 2010, 38 (01): : 317 - 351
  • [26] Comparison of two components of a bivariate subordinator and study on the upper hull of a levy process
    Vigon, V
    ANNALES DE L INSTITUT HENRI POINCARE-PROBABILITES ET STATISTIQUES, 2003, 39 (06): : 993 - 1011
  • [27] Approximating the classical risk process by stable Levy motion
    Cao, Jingyi
    Young, Virginia R.
    SCANDINAVIAN ACTUARIAL JOURNAL, 2023, 2023 (07) : 679 - 707
  • [28] The law of the supremum of a stable Levy process with no negative jumps
    Bernyk, Violetta
    Dalang, Robert C.
    Peskir, Goran
    ANNALS OF PROBABILITY, 2008, 36 (05): : 1777 - 1789
  • [29] Evidence of Levy stable process in tokamak edge turbulence
    Jha, R
    Kaw, PK
    Kulkarni, DR
    Parikh, JC
    PHYSICS OF PLASMAS, 2003, 10 (03) : 699 - 704
  • [30] A fast and stable updating algorithm for bivariate nonparametric curve estimation
    Werthenbach, C
    Herrmann, E
    JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, 1998, 7 (01) : 61 - 76