A new generator for proposing flexible lifetime distributions and its properties

被引:8
|
作者
Aslam, Muhammad [1 ]
Ley, Christophe [2 ]
Hussain, Zawar [3 ]
Shah, Said Farooq [4 ]
Asghar, Zahid [1 ]
机构
[1] Quaid i Azam Univ, Islamabad, Pakistan
[2] Univ Ghent, Dept Appl Math Comp Sci & Stat, Ghent, Belgium
[3] Cholistan Univ Vet & Anim Univ, Dept Social Allied Sci, Bahwalpur, Pakistan
[4] Univ Peshawar, Dept Stat, Peshawar, Pakistan
来源
PLOS ONE | 2020年 / 15卷 / 04期
关键词
PARAMETERS TOBIT-MODEL; CRASH RATES; FAMILY;
D O I
10.1371/journal.pone.0231908
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
In this paper, we develop a generator to propose new continuous lifetime distributions. Thanks to a simple transformation involving one additional parameter, every existing lifetime distribution can be rendered more flexible with our construction. We derive stochastic properties of our models, and explain how to estimate their parameters by means of maximum likelihood for complete and censored data, where we focus, in particular, on Type-II, Type-I and random censoring. A Monte Carlo simulation study reveals that the estimators are consistent. To emphasize the suitability of the proposed generator in practice, the two-parameter Frechet distribution is taken as baseline distribution. Three real life applications are carried out to check the suitability of our new approach, and it is shown that our extension of the Frechet distribution outperforms existing extensions available in the literature.
引用
收藏
页数:13
相关论文
共 50 条
  • [1] The Burr X Generator of Distributions for Lifetime Data
    Haitham M. Yousof
    Ahmed Z. Afify
    G. G. Hamedani
    Gokarna Aryal
    [J]. Journal of Statistical Theory and Applications, 2017, 16 (3): : 288 - 305
  • [2] A New Flexible Lifetime Model with Statistical Properties and Applications
    Aboraya, Mohamed
    [J]. PAKISTAN JOURNAL OF STATISTICS AND OPERATION RESEARCH, 2018, 14 (04) : 881 - 901
  • [3] A new class of lifetime distributions
    Eryilmaz, Serkan
    [J]. STATISTICS & PROBABILITY LETTERS, 2016, 112 : 63 - 71
  • [4] A new generalization of lifetime distributions
    Leila Delgarm
    Mohammad Reza Zadkarami
    [J]. Computational Statistics, 2015, 30 : 1185 - 1198
  • [5] A new generalization of lifetime distributions
    Delgarm, Leila
    Zadkarami, Mohammad Reza
    [J]. COMPUTATIONAL STATISTICS, 2015, 30 (04) : 1185 - 1198
  • [6] A New Flexible Exponentiated-X Family of Distributions: Characterizations and Applications to Lifetime Data
    Arif, Muhammad
    Khan, Dost Muhammad
    Aamir, Muhammad
    El-Morshedy, Mahmoud
    Ahmad, Zubair
    Khan, Zardad
    [J]. IETE JOURNAL OF RESEARCH, 2023, 69 (11)
  • [7] Survival and lifetime data analysis with a flexible class of distributions
    Rubio, Francisco J.
    Hong, Yili
    [J]. JOURNAL OF APPLIED STATISTICS, 2016, 43 (10) : 1794 - 1813
  • [8] Properties of future lifetime distributions and estimation
    Kapoor, Harmanpreet Singh
    Jain, Kanchan
    [J]. HACETTEPE JOURNAL OF MATHEMATICS AND STATISTICS, 2017, 46 (05): : 935 - 952
  • [9] A novel flexible T-X family for generating new distributions with applications to lifetime data
    Salahuddin, Najma
    Alamgir
    Azeem, Muhammad
    Hussain, Sundus
    Ijaz, Musarrat
    [J]. HELIYON, 2024, 10 (17)
  • [10] A new class of bivariate lifetime distributions
    Eryilmaz, Serkan
    [J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2017, 46 (24) : 12324 - 12335