Maximum likelihood estimation for stochastic Lotka-Volterra model with jumps

被引:2
|
作者
Zhao, Huiyan [1 ]
Zhang, Chongqi [1 ]
Wen, Limin [2 ]
机构
[1] Guangzhou Univ, Sch Econ & Stat, Guangzhou, Guangdong, Peoples R China
[2] Jiangxi Normal Univ, Dept Stat, Nanchang, Jiangxi, Peoples R China
基金
中国国家自然科学基金;
关键词
Stochastic Lotka-Volterra model; Subordinator; Maximum likelihood estimation; Stationary distribution; STATIONARY DISTRIBUTION; POPULATION-DYNAMICS; NOISE; DIFFUSIONS; EXPANSIONS;
D O I
10.1186/s13662-018-1605-z
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we consider the stochastic Lotka-Volterra model with additive jump noises. We show some desired properties of the solution such as existence and uniqueness of positive strong solution, unique stationary distribution, and exponential ergodicity. After that, we investigate the maximum likelihood estimation for the drift coefficients based on continuous time observations. The likelihood function and explicit estimator are derived by using semimartingale theory. In addition, consistency and asymptotic normality of the estimator are proved. Finally, computer simulations are presented to illustrate our results.
引用
收藏
页数:22
相关论文
共 50 条
  • [41] REMARK ON LOTKA-VOLTERRA MODEL
    VANKAMPEN, NG
    [J]. JOURNAL OF STATISTICAL PHYSICS, 1974, 11 (06) : 475 - 480
  • [42] Asymptotic moment estimation for stochastic Lotka-Volterra model driven byG-Brownian motion
    He, Ping
    Ren, Yong
    Zhang, Defei
    [J]. STOCHASTICS-AN INTERNATIONAL JOURNAL OF PROBABILITY AND STOCHASTIC PROCESSES, 2021, 93 (05) : 697 - 714
  • [43] Lotka-Volterra model parameter estimation using experiential data
    Kloppers, P. H.
    Greeff, J. C.
    [J]. APPLIED MATHEMATICS AND COMPUTATION, 2013, 224 : 817 - 825
  • [44] Stochastic Lotka-Volterra models with multiple delays
    Hu, Yangzi
    Wu, Fuke
    Huang, Chengming
    [J]. JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS, 2011, 375 (01) : 42 - 57
  • [45] Stochastic Lotka-Volterra systems with Levy noise
    Liu, Meng
    Wang, Ke
    [J]. JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS, 2014, 410 (02) : 750 - 763
  • [46] GENERALIZED STOCHASTIC DELAY LOTKA-VOLTERRA SYSTEMS
    Yin, Juliang
    Mao, Xuerong
    Wu, Fuke
    [J]. STOCHASTIC MODELS, 2009, 25 (03) : 436 - 454
  • [47] Stochastic Lotka-Volterra system with infinite delay
    Xu, Yong
    Wu, Fuke
    Tan, Yimin
    [J]. JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2009, 232 (02) : 472 - 480
  • [48] Parameter Estimation of Lotka-Volterra Model : A Two-Step Model
    Abd Rahman, Haliza
    Bahar, Arifah
    Rosli, Norhayati
    [J]. JURNAL TEKNOLOGI, 2013, 63 (02):
  • [49] ASYMPTOTIC STABILITY OF A STOCHASTIC AGE-STRUCTURED COOPERATIVE LOTKA-VOLTERRA SYSTEM WITH POISSON JUMPS
    Zhang, M. E. N. G. Q. I. N. G.
    Tian, J. I. N. G.
    Zou, K. E. Y. U. E.
    [J]. ELECTRONIC JOURNAL OF DIFFERENTIAL EQUATIONS, 2023, 2023 (02) : 1 - 18
  • [50] The Stationary Distribution of Competitive Lotka-Volterra Population Systems with Jumps
    Zhang, Zhenzhong
    Tong, Jinying
    Bao, Jianhai
    [J]. ABSTRACT AND APPLIED ANALYSIS, 2014,