The statistical properties and applications of the alpha power Topp-Leone-G distribution

被引:4
|
作者
Eghwerido, Joseph Thomas [1 ]
Agu, Friday Ikechukwu [2 ]
机构
[1] Fed Univ Petr Resources, Dept Stat, Effurun, Delta, Nigeria
[2] Univ Calabar, Dept Stat, Calabar, Cross River, Nigeria
关键词
Alpha power distribution; Beta distribution; Data analysis; Maximum likelihood; Record values; Weighted quantile function; G FAMILY;
D O I
10.1016/j.heliyon.2022.e09775
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
A two-parameter class of generator named the alpha power Topp-Leone-G (APTL-G) distribution for generating and engendering up to the minute family of continuous contemporary distributions is proposed. The propounded model has a bathtub and J-shapes hazard rate characteristics in data science. Thus, it has enhanced data analysis because of its productivity. A weighted function of the parent distribution was used to obtain the quantile function for the different sub-models considered. The record values of the differences of the kth lower and upper values were obtained in a closed-form to enable its applicability. The APTL-G model parameters values were captured and obtained in their simplified cases by the maximum likelihood approach. A simulation was also adopted to examine and investigate the performance, productivity, efficiency and tractability of the APTL-G sub-models. The outcomes of the real-life application and simulation study show that the performance of the goodness-of-fit of the APTL-G model is more flexible and tractable with real-life data sets concerning its goodness-of-fit.
引用
收藏
页数:10
相关论文
共 50 条
  • [1] Generalized Topp-Leone-G power series class of distributions: properties and applications
    Warahena-Liyanage, Gayan
    Gabanakgosi, Morongwa
    Oluyede, Broderick
    [J]. ELECTRONIC JOURNAL OF APPLIED STATISTICAL ANALYSIS, 2023, 16 (03) : 564 - 583
  • [2] On Topp-Leone-G Power Series: Saturation in the Hausdorff Sense and Applications
    Vasileva, Maria T.
    [J]. MATHEMATICS, 2023, 11 (22)
  • [3] Sine Topp-Leone-G family of distributions: Theory and applications
    Al-Babtain, Abdulhakim A.
    Elbatal, Ibrahim
    Chesneau, Christophe
    Elgarhy, Mohammed
    [J]. OPEN PHYSICS, 2020, 18 (01): : 574 - 593
  • [4] A New Family of Heavy-Tailed Generalized Topp-Leone-G Distributions with Applications
    Moakofi, Thatayaone
    Oluyede, Broderick
    Tlhaloganyang, Bakang
    Puoetsile, Agolame
    [J]. PAKISTAN JOURNAL OF STATISTICS AND OPERATION RESEARCH, 2024, 20 (02) : 233 - 260
  • [5] Alpha power Topp-Leone Weibull distribution: Properties, Characterizations, Regression modeling and applications
    Benkhelifa, Lazhar
    [J]. JOURNAL OF STATISTICS AND MANAGEMENT SYSTEMS, 2022, 25 (08) : 1945 - 1970
  • [6] On the Identified Power Topp-Leone Distribution: Properties, Simulation and Applications
    Ahmed, Mohamed Ali
    [J]. THAILAND STATISTICIAN, 2021, 19 (04): : 838 - 854
  • [7] Parameter Estimation of Alpha Power Inverted Topp-Leone Distribution with Applications
    Ibrahim, Gamal M.
    Hassan, Amal S.
    Almetwally, Ehab M.
    Almongy, Hisham M.
    [J]. INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2021, 29 (02): : 353 - 371
  • [8] Type II Exponentiated Half-Logistic-Gompertz Topp-Leone-G Family of Distributions with Applications
    Oluyede, Broderick
    Moakofi, Thatayaone
    [J]. CENTRAL EUROPEAN JOURNAL OF ECONOMIC MODELLING AND ECONOMETRICS, 2022, 14 (04): : 415 - 461
  • [9] Type II Topp Leone Power Lomax Distribution with Applications
    Al-Marzouki, Sanaa
    Jamal, Farrukh
    Chesneau, Christophe
    Elgarhy, Mohammed
    [J]. MATHEMATICS, 2020, 8 (01)
  • [10] The Type II Topp-Leone Generalized Power Ishita Distribution with Properties and Applications
    Ikechukwu, Agu Friday
    Eghwerido, Joseph Thomas
    Emmanuel, Runyi Francis
    [J]. THAILAND STATISTICIAN, 2021, 19 (03): : 472 - 483