On the Properties of the New Generalized Pareto Distribution and Its Applications

被引:3
|
作者
Salahuddin, Najma [1 ]
Khalil, Alamgir [2 ]
Mashwani, Wali Khan [3 ]
Alrajhi, Sharifah [4 ]
Al-Marzouki, Sanaa [4 ]
Shah, Kamal [5 ]
机构
[1] Shaheed Benazir Bhutto Women Univ, Dept Stat, KPK, Peshawar, Pakistan
[2] Univ Peshawar, Dept Stat, Peshawar, Pakistan
[3] Kohat Univ Sci & Technol, Inst Numer Sci, Kohat, Pakistan
[4] King Abdulaziz Univ, Dept Stat, Fac Sci, Jeddah, Saudi Arabia
[5] Univ Malakand, Dept Math, KPK, Chakdara, Pakistan
关键词
Estimation - Maximum likelihood estimation - Mean square error - Pareto principle;
D O I
10.1155/2021/6855652
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In this paper, a new generalization of the Generalized Pareto distribution is proposed using the generator suggested in [1], named as Khalil Extended Generalized Pareto (KEGP) distribution. Various shapes of the suggested model and important mathematical properties are investigated that includes moments, quantile function, moment-generating function, measures of entropy, and order statistics. Parametric estimation of the model is discussed using the technique of maximum likelihood. A simulation study is performed for the assessment of the maximum likelihood estimates in terms of their bias and mean squared error using simulated sample estimates. The practical applications are illustrated via two real data sets from survival and reliability theory. The suggested model provided better fits than the other considered models.
引用
收藏
页数:16
相关论文
共 50 条
  • [1] On a new generalization of Pareto distribution and its applications
    Jayakumar, K.
    Krishnan, Bindu
    Hamedani, G. G.
    COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2020, 49 (05) : 1264 - 1284
  • [2] THE GENERALIZED PARETO DISTRIBUTION: ITS APPLICATIONS TO COSMIC MICROWAVE BACKGROUND
    Nigmatullin, R. R.
    Baleanu, D.
    Tintareanu, O.
    Stefanescu, P.
    ROMANIAN JOURNAL OF PHYSICS, 2024, 69 (5-6):
  • [3] A New Class of Pareto Distribution: Estimation and its Applications
    Aniyan, Anitta Susan
    George, Dais
    APPLICATIONS AND APPLIED MATHEMATICS-AN INTERNATIONAL JOURNAL, 2023, 18 (02):
  • [4] New Cubic Transmuted Pareto Distribution: Properties and Applications
    Rahman, Md Mahabubur
    Al-Zahrani, Bander
    Shahbaz, Saman Hanif
    Hamedani, Gholamhossein G.
    Shahbaz, Muhammad Qaiser
    APPLIED MATHEMATICS E-NOTES, 2021, 21 : 643 - 659
  • [5] A New Weibull-Pareto Distribution: Properties and Applications
    Tahir, M. H.
    Cordeiro, Gauss M.
    Alzaatreh, Ayman
    Mansoor, M.
    Zubair, M.
    COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2016, 45 (10) : 3548 - 3567
  • [6] Structural Properties of the Alpha Power Exponentiated Generalized Pareto Distribution with Applications
    Panuwat Pimsap
    Winai Bodhisuwan
    Andrei Volodin
    Lobachevskii Journal of Mathematics, 2024, 45 (9) : 4267 - 4291
  • [7] Alpha Power Exponentiated New Weibull-Pareto Distribution: Its Properties and Applications
    Klakattawi, Hadeel S.
    Aljuhani, Wedad H.
    Baharith, Lamya A.
    PAKISTAN JOURNAL OF STATISTICS AND OPERATION RESEARCH, 2022, 18 (03) : 703 - 720
  • [8] Alpha-Power Pareto distribution: Its properties and applications
    Ihtisham, Shumaila
    Khalil, Alamgir
    Manzoor, Sadaf
    Khan, Sajjad Ahmad
    Ali, Amjad
    PLOS ONE, 2019, 14 (06):
  • [9] DISCRETE NEW GENERALIZED PARETO DISTRIBUTION
    Jayakumar, Kuttan Pillai
    Jose, Jiji
    STATISTICA, 2022, 82 (04) : 373 - 391
  • [10] Transmuted New Weibull-Pareto Distribution and its Applications
    Tahir, Areeb
    Akhter, Ahmad Saeed
    ul Haq, Muhammad Ahsan
    APPLICATIONS AND APPLIED MATHEMATICS-AN INTERNATIONAL JOURNAL, 2018, 13 (01): : 30 - 46