The odd modified Burr-III exponential distribution: properties, estimation and application

被引:1
|
作者
Rasheed, H. [1 ]
Dar, I. S. [1 ]
Saqib, M. [1 ]
Abbas, N. [2 ]
Suhail, M. [3 ]
机构
[1] Univ Punjab, Coll Stat & Actuarial Sci, Lahore, Pakistan
[2] Govt Postgrad Coll, Dept Stat, Jhang, Pakistan
[3] Univ Agr Peshawar, Dept Stat, Amir Muhammad Khan Campus, Mardan, Pakistan
关键词
Exponential distribution; maximum likelihood estimation; modified Burr-III distribution; order statistics; FAMILY; STANDS;
D O I
10.4038/jnsfsr.v50i2.10378
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
Modelling waiting times have always been the earnest need of experts. In this paper, we proposed a new lifetime model entitled Odd Modified Burr-III Exponential Distribution which has four parameters. The proposed model has the heterogeneity in shapes of the density and hazard curves. The density curves of the model are unimodal and reversed J-shaped. The study of the various statistical properties such as moments (raw moments, mean moments, negative moments, incomplete moments, and conditional moments), mode, harmonic mean, geometric mean, hazard, survival, quantile and characteristics function, coefficient of skewness, and kurtosis of the proposed model are presented. In the reliability study, we derive the expressions of mean residual life, mean waiting time, and entropies (Renyi and Shannon). Furthermore, order statistics and L- moments are also presented in this study. The maximum likelihood technique is used to estimate the parameters of the model. Monte Carlo simulation is used to evaluate the performance of the maximum likelihood estimates in terms of absolute average biases and mean square errors. The impact of sample size on parametric properties is also studied. The importance of the proposed model has been illustrated through real-life application from the field of engineering and manufacturing material.
引用
收藏
页码:425 / 439
页数:15
相关论文
共 50 条
  • [1] Half circular modified burr-III distribution, application with different estimation methods
    Iftikhar, Ayesha
    Ali, Azeem
    Hanif, Muhammad
    [J]. PLOS ONE, 2022, 17 (07):
  • [2] Half circular modified burr-III distribution, application with different estimation methods
    Iftikhar, Ayesha
    Ali, Azeem
    Hanif, Muhammad
    [J]. PLOS ONE, 2022, 17 (05):
  • [3] Unit Burr-III distribution with application
    Modi, Kanak
    Gill, Vinod
    [J]. JOURNAL OF STATISTICS & MANAGEMENT SYSTEMS, 2019,
  • [4] Unit Modified Burr-III Distribution: Estimation, Characterizations and Validation Test
    Haq M.A.
    Hashmi S.
    Aidi K.
    Ramos P.L.
    Louzada F.
    [J]. Annals of Data Science, 2023, 10 (02) : 415 - 440
  • [5] Mc-Donald modified Burr-III distribution: properties and applications
    Mukhtar, Sarnia
    Ali, Azeem
    Alya, Al Mutairi
    [J]. JOURNAL OF TAIBAH UNIVERSITY FOR SCIENCE, 2019, 13 (01): : 184 - 192
  • [6] New Extended Burr-III Distribution: Its Properties and Applications
    Handique, Laba
    Usman, Rana Muhammad
    Chakraborty, Subrata
    [J]. THAILAND STATISTICIAN, 2020, 18 (03): : 267 - 280
  • [7] APPROXIMATE BAYESIAN ESTIMATION FOR ODD BURR III LOMAX DISTRIBUTION
    Salem, Hanaa Abd El-Reheem
    [J]. ADVANCES AND APPLICATIONS IN STATISTICS, 2019, 56 (02) : 173 - 185
  • [8] On Bayesian reliability estimation of a 1-out-of-k load sharing system model of modified Burr-III distribution
    Ali, Azeem
    Dey, Sanku
    Rehman, Haseeb Ur
    Ali, Zeeshan
    [J]. INTERNATIONAL JOURNAL OF SYSTEM ASSURANCE ENGINEERING AND MANAGEMENT, 2019, 10 (05) : 1052 - 1081
  • [9] On Bayesian reliability estimation of a 1-out-of-k load sharing system model of modified Burr-III distribution
    Azeem Ali
    Sanku Dey
    Haseeb Ur Rehman
    Zeeshan Ali
    [J]. International Journal of System Assurance Engineering and Management, 2019, 10 : 1052 - 1081
  • [10] New Modified Burr III Distribution, Properties and Applications
    Jamal, Farrukh
    Abuzaid, Ali H.
    Tahir, Muhammad H.
    Nasir, Muhammad Arslan
    Khan, Sadaf
    Mashwani, Wali Khan
    [J]. MATHEMATICAL AND COMPUTATIONAL APPLICATIONS, 2021, 26 (04)