The Properties of Inverse Pareto Distribution and its Application to Extreme Events

被引:0
|
作者
Dankunpraser, Sukanda [1 ]
Jaroengeratikun, Uraiwan [2 ]
Talangtam, Tosaporn [1 ]
机构
[1] Khon Kaen Univ, Fac Sci, Khon Kaen, Thailand
[2] King Mongkuts Univ Technol North Bangkok, Fac Appl Sci, Bangkok, Thailand
来源
THAILAND STATISTICIAN | 2021年 / 19卷 / 01期
关键词
Danish fire data; generalized Pareto distribution; heavy tailed distribution; infinite mixture distribution; peak over threshold;
D O I
暂无
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
In this paper we present some properties of the inverse Pareto distribution (IPD). We compare IPD to gamma distribution, exponential distribution and generalized Pareto distribution (GPD). The data sets over threshold u are analyzed and obtained by the Monte Carlo simulation and the use of Danish fire data. The maximum likelihood estimation (MLE) is the parameter estimation. The various measurements of model fitting are the Kolmogorov-Smirnov test (KS test), the Anderson-Darling test (AD test), Akaike information criterion (AIC) and Bayesian information criterion (BIC). We found that the IPD is a good competitor with GPD for the modeling of extreme events.
引用
收藏
页码:1 / +
页数:13
相关论文
共 50 条
  • [1] Modeling Extreme Values with Alpha Power Inverse Pareto Distribution
    Ihtisham, Shumaila
    Manzoor, Sadaf
    Khalil, Alamgir
    Badshah, Sareer
    Ijaz, Muhammad
    Atta, Hadia
    [J]. MEASUREMENT SCIENCE REVIEW, 2023, 23 (02): : 55 - 62
  • [2] Characterization of the frequency of extreme earthquake events by the Generalized Pareto Distribution
    Pisarenko, VF
    Sornette, D
    [J]. PURE AND APPLIED GEOPHYSICS, 2003, 160 (12) : 2343 - 2364
  • [3] Characterization of the Frequency of Extreme Earthquake Events by the Generalized Pareto Distribution
    V. F. Pisarenko
    D. Sornette
    [J]. pure and applied geophysics, 2003, 160 : 2343 - 2364
  • [4] Chen Pareto Distribution: Properties and Application
    Awodutire, Phillip Oluwatobi
    [J]. PAKISTAN JOURNAL OF STATISTICS AND OPERATION RESEARCH, 2020, 16 (04) : 812 - 826
  • [5] A New Mixture Pareto Distribution and Its Application
    Nanuwong, Nareerat
    Bodhisuwan, Winai
    Pudprommarat, Chookait
    [J]. THAILAND STATISTICIAN, 2015, 13 (02): : 191 - 207
  • [6] Modelling extreme rainfall events in Kigali city using generalized Pareto distribution
    Singirankabo, Edouard
    Iyamuremye, Emmanuel
    [J]. METEOROLOGICAL APPLICATIONS, 2022, 29 (04)
  • [7] Application of the generalized Pareto distribution to extreme value analysis in wind engineering
    Holmes, JD
    Moriarty, WW
    [J]. JOURNAL OF WIND ENGINEERING AND INDUSTRIAL AERODYNAMICS, 1999, 83 : 1 - 10
  • [8] INVERSE GAUSSIAN DISTRIBUTION AND ITS APPLICATION
    SATO, S
    INOUE, J
    [J]. ELECTRONICS AND COMMUNICATIONS IN JAPAN PART III-FUNDAMENTAL ELECTRONIC SCIENCE, 1994, 77 (01): : 32 - 42
  • [9] The Inverse XLindley Distribution: Properties and Application
    Beghriche, Abdelfateh
    Tashkandy, Yusra A.
    Bakr, M. E.
    Zeghdoudi, Halim
    Gemeay, Ahmed M.
    Hossain, Md. Moyazzem
    Muse, Abdisalam Hassan
    [J]. IEEE ACCESS, 2023, 11 : 47272 - 47281
  • [10] On the Properties of the New Generalized Pareto Distribution and Its Applications
    Salahuddin, Najma
    Khalil, Alamgir
    Mashwani, Wali Khan
    Alrajhi, Sharifah
    Al-Marzouki, Sanaa
    Shah, Kamal
    [J]. MATHEMATICAL PROBLEMS IN ENGINEERING, 2021, 2021