Correlation and relaxation times for a stochastic process with a fat-tailed steady-state distribution

被引:8
|
作者
Liu, Z. [1 ]
Serota, R. A. [1 ]
机构
[1] Univ Cincinnati, Dept Phys, Cincinnati, OH 45221 USA
关键词
Fokker-Planck; Steady-state; Fat-tailed; Relaxation; Correlation; WEALTH; MODEL;
D O I
10.1016/j.physa.2017.01.081
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We study a stochastic process defined by the interaction strength for the return to the mean and a stochastic term proportional to the magnitude of the variable. Its steady-state distribution is the Inverse Gamma distribution, whose power-law tail exponent is determined by the ratio of the interaction strength to stochasticity. Its time-dependence is characterized by a set of discrete times describing relaxation of respective cumulants to their steady-state values. We show that as the progressively lower cumulants diverge with the increase of stochasticity, so do their relaxation times. We analytically evaluate the correlation function and show that it is determined by the longest of these times, namely the inverse interaction strength, which is also the relaxation time of the mean. We also investigate relaxation of the entire distribution to the steady state and the distribution of relaxation times, which we argue to be Inverse Gaussian. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:301 / 311
页数:11
相关论文
共 50 条
  • [1] Ratcheting by Stochastic Resetting With Fat-Tailed Time Distributions
    Liu, Jianli
    Li, Yunyun
    Ghosh, Pulak K.
    Nayak, Shubhadip
    Marchesoni, Fabio
    ChemPhysChem, 2024, 25 (23)
  • [2] A Locally Both Leptokurtic and Fat-Tailed Distribution with Application in a Bayesian Stochastic Volatility Model
    Lenart, Lukasz
    Pajor, Anna
    Kwiatkowski, Lukasz
    ENTROPY, 2021, 23 (06)
  • [3] RELAXATION-TIMES IN BACTERIOLOGICAL CULTURE AND APPROACH TO STEADY-STATE
    PERRAM, JW
    JOURNAL OF THEORETICAL BIOLOGY, 1973, 38 (03) : 571 - 578
  • [4] RELAXATION OF PHOTOELECTRONS INTO A STEADY-STATE SUPRATHERMAL DISTRIBUTION IN IONOSPHERE
    SINHA, AK
    TRANSACTIONS-AMERICAN GEOPHYSICAL UNION, 1972, 53 (11): : 1065 - &
  • [5] On the Steady-state Probability Distribution of Nonequilibrium Stochastic Systems
    Noh, Jae Dong
    Lee, Joongul
    JOURNAL OF THE KOREAN PHYSICAL SOCIETY, 2015, 66 (04) : 544 - 552
  • [6] On the steady-state probability distribution of nonequilibrium stochastic systems
    Jae Dong Noh
    Joongul Lee
    Journal of the Korean Physical Society, 2015, 66 : 544 - 552
  • [7] Shifting the Fat-Tailed Distribution of Blockbuster Punitive Damages Awards
    Viscusi, W. Kip
    McMichael, Benjamin J.
    JOURNAL OF EMPIRICAL LEGAL STUDIES, 2014, 11 (02) : 350 - 377
  • [8] Fat-tailed stochastic volatility model and the stock market returns in China
    Ma, Donglian
    Tanizaki, Hisashi
    CHINA FINANCE REVIEW INTERNATIONAL, 2021, 11 (02) : 170 - 184
  • [9] Research on Hedging Downside Risk with Skewed and Fat-tailed Distribution
    He Chengying
    Zhang Longbin
    Chen Wei
    MANAGEMENT ENGINEERING AND APPLICATIONS, 2010, : 509 - +
  • [10] Building a dynamic correlation network for fat-tailed financial asset returns
    Isogai T.
    Applied Network Science, 1 (1)