Abstract
This paper introduces a two-parameters generator of continuous statistical probability distributions called the Alpha Power Rayleigh-G (APRAY-G) family, some statistical properties of the family of distributions were derived, and we introduced a two-submodels of the generator. We estimate the parameters of the models based on the method of maximum likelihood estimation and explored simulation studies based on the introduced submodels. We observed that the biasedness and root mean square errors decrease as the sample size becomes large. We examined the applications of the models based on real-life data sets. We compared the obtained results with some existing probability distribution models. The results showed that the proposed models gave a better fitness to the data under investigation.
-
(Communicated by Gejza Wimmer)
References
[1] AGU, F. I. — ONWUKWE, C. E.: Modified Laplace distribution, its statistical properties and applications, Asian Journal of Probability and Statistics (2019), 1–14.10.9734/ajpas/2019/v4i130104Search in Google Scholar
[2] AGU F. I. — OKOI, E. J. — RUNYI, F. E. — OGUNSANYA, S. A.: A three parameter shifted exponential distribution: Properties and applications, Thailand Statistician 18(4) (2020), 470–480.Search in Google Scholar
[3] ALZAATREH, A. — FAMOYE, F. — LEE, C.: A new method for generating families of continuous distributions, Metron 71 (2013), 63–79.10.1007/s40300-013-0007-ySearch in Google Scholar
[4] ALIZADEH, M. — TAHIR, M. H. — CORDEIRO, G. M. — MANSOOR, M. — ZUBAIR, M. — HAMEDANI, G. G.: The Kumaraswamy Marshal-Olkin family of distributions J. Egyptian Math. Soc. 23(3) (2015), 546–557.10.1016/j.joems.2014.12.002Search in Google Scholar
[5] ALIZADEH, M. — CORDEIRO, G. M. — PINHO, L. G. B. — GHOSH, I.: The Gompertz-G family of distributions, J. Stat. Theory Pract. 11(1) (2017), 179–207.10.1080/15598608.2016.1267668Search in Google Scholar
[6] ALIZADEH, M. — BENKHELIFA, L. — RASEKHI, M., — HOSSEINI, B.: The odd log-logistic generalized Gompertz distribution: Properties, applications and different methods of estimation, Commun. Math. Stat. (2019), 1–23.10.1007/s40304-018-00175-ySearch in Google Scholar
[7] ALJARRAH, M. A. — LEE, C. — FAMOYE, F.: On generating T-X family of distributions using quantile functions, J. Stat. Distrib. Appl. 1(1) (2014), 1–17.10.1186/2195-5832-1-2Search in Google Scholar
[8] BERA, W. T.: The Kumaraswamy Inverse Weibull Poisson Distribution with Applications. Theses and Dissertations 1287, Indiana University of Pennsylvania, 2015.Search in Google Scholar
[9] CORDEIRO, G. M. — ORTEGA, E. M. — DA-CUNHA, D. C.: The exponentiated generalized class of distributions, J. Data Sci. 11(1) (2013), 1–27.10.6339/JDS.2013.11(1).1086Search in Google Scholar
[10] CORDEIRO, G. M. — ALIZADEH, M. — DINIZ-MARINHO, P. R.: The type I half-logistic family of distributions, J. Stat. Comput. Simul. 86(4) (2016), 707–728.10.1080/00949655.2015.1031233Search in Google Scholar
[11] CHAKRABORTY, S. — HANDIQUE, L. — ALI, M. M.: A new family which integrates beta Marshall-Olkin-G and Marshall-Olkin-Kumaraswamy-G families of distributions, J. Probab. Stat. Sci. 16 (2018), 81–101.10.2991/jsta.2017.16.4.2Search in Google Scholar
[12] CHIPEPA, F. — OLUYEDE B. O. — MAKUBATE B. — FAGBAMIGBE, A. F.: The beta odd Lindley-G family of distribution with applications, J. Probab. Stat. Sci. 17(1) (2019), 15–84.10.5539/ijsp.v8n6p1Search in Google Scholar
[13] CHIPEPA, F. — MAKUBATE, B. O. B.: The Topp-Leone Marshall-Olkin-G family of distributions with applications, International Journal of Statistics and Probability 9(4) (2020).10.5539/ijsp.v9n4p15Search in Google Scholar
[14] EGHWERIDO, J. T. — OGUNTUNDE, P. E. — AGU, F. I.: The alpha power Marshall-Olkin-G distribution: Properties and applications, Sankhya A (2021), https://doi.org/10.1007/s13171-020-00235-y10.1007/s13171-020-00235-ySearch in Google Scholar
[15] EGHWERIDO, J. T. — LAWRENCE, N. Z. — DAVID, I. J. — ADUBISI, O. D.: The Gompertz extended generalized exponential distribution: properties and applications, Commun. Fac. Sci. Univ. Ank. Ser. A1. Math. Stat. 69(1) (2020), 739–753.10.31801/cfsuasmas.602930Search in Google Scholar
[16] EGHWERIDO, J. T. — NZEI, L. C. — AGU, F. I.: The alpha power Gompertz distribution: characterization, properties, and applications, Sankhya A 83(1) (2021), 449–475.10.1007/s13171-020-00198-0Search in Google Scholar
[17] EGHWERIDO, J. — ZELIBE, S. C. — EFE-EYEFIA, E.: Gompertz-Alpha power iverted exponential distribution: properties and applications, Thailand Statistician 18(3) (2020), 319–332.Search in Google Scholar
[18] EGHWERIDO, J. — EFE-EYEFIA, E. — ZELIBE, S. C.: The transmuted alpha power-G family of distributions, J. Stat. Manag. Syst. 24(5) (2021), 965-1002.10.1080/09720510.2020.1794528Search in Google Scholar
[19] EGHWERIDO, J. T. — AGU, F. I.: The shifted Gompertz-G family of distributions: Properties and applications, Math. Slovaca 71(5) (2021), 1291–1308.10.1515/ms-2021-0053Search in Google Scholar
[20] EKHOSUEHI, N. — OPONE, F.: A three parameter generalized Lindley distribution: Properties and application, Statistica 78(3) (2018), 233–249.Search in Google Scholar
[21] ELBATALA, I. — AHMAD, Z. — ELGARHY, B. M. — ALMARASHID, A. M.: A new alpha power transformed family of distributions: Properties and applications to the Weibull Model, J. Nonlinear Sci. Appl. 12(1) (2018).10.22436/jnsa.012.01.01Search in Google Scholar
[22] FATIMA, K. — AHMAD, S. P. : Weighted inverse Rayleigh distribution, Int. J. Stat. Appl. 12(1) (2017), 119–137.Search in Google Scholar
[23] HAQ, M. A. — USMAN, R. M. — HASHMI, S. — AL-OMERI, A. I.: The Marshall-Olkin length-biased exponential distribution and its applications, Journal of King Saudi University of Science 31(2) (2019), 246–251.10.1016/j.jksus.2017.09.006Search in Google Scholar
[24] KHALEEL, M. A. — AL-NOOR, N. H. — ABDAL-HAMEED, M. K.: Marshall Olkin exponential Gompertz distribution: Properties and applications, Periodicals of Engineering and Natural Sciences 8(1) (2020), 298– 312.Search in Google Scholar
[25] KHALEEL, M. A. — OGUNTUNDE, P. E. — AL ABBASI, J. N. — IBRAHIM, N. A. — ABU-JARAD, M. H.: The Marshall-Olkin Topp Leone-G family of distributions: A family for generalizing probability models, Scientific African 8 (2020), e00470.10.1016/j.sciaf.2020.e00470Search in Google Scholar
[26] MAHDAVI, A. — KUNDU, D.: A new method for generating distributions with an application to exponential distribution, Comm. Statist. Theory Methods 46(13) (2017), 6543–6557.10.1080/03610926.2015.1130839Search in Google Scholar
[27] MARSHALL, A. W. — OLKIN, I.: A new method for adding a parameter to a family of distributions with application to the exponential and Weibull families, Biometrika 84(3) (1997), 641–652.10.1093/biomet/84.3.641Search in Google Scholar
[28] NASSAR, M. — ALZAATREH, A. — MEAD, M. — ABO-KASEM, O.: Alpha power Weibull distribution: Properties and applications, Comm. Statist. Theory Methods 46(20) (2017), 10236–10252.10.1080/03610926.2016.1231816Search in Google Scholar
[29] NAVARRO, J. — FRANCO, M. — RUIZ, J. M.: Characterization through moments of the residual life and conditional spacings, Sankhya A (1998), 36–48.Search in Google Scholar
[30] PARARAI, M. — WARAHENA-LIYANAGE, G. — OLUYEDE, B. O.: Exponentiated power Lindley distribution: Properties and applications, Comm. Statist. Theory Methods 46(10) (2017), 4726–4755.10.1080/03610926.2015.1076473Search in Google Scholar
[31] RAYLEIGH, J. W. S.: On the resultant of a large number of vibrations of the some pitch and of arbitrary phase, Philosophical Magazine, 5th Series, 10, (1880), 73–78.10.1080/14786448008626893Search in Google Scholar
[32] RÉNYI, A.: On Measures of Entropy and Information. In: Proceedings of the Fourth Berkeley Symposium on Mathematical Statistics and Probability, Volume 1: Contributions to the Theory of Statistics. The Regents of the University of California, 1961.Search in Google Scholar
[33] R CORE TEAM: A language and Environment for Statistical Computing, Vienna: R Foundation for Statistical Computing, 2013.Search in Google Scholar
[34] TAHIR, M. H. — CORDEIRO, G. M. — ALZAATREH, A. — MANSOOR, M. — ZUBAIR, M.: The logistic-X family of distributions and its applications, Comm. Statist. Theory Methods 45(24) (2016), 7326-7349.10.1080/03610926.2014.980516Search in Google Scholar
[35] VINESHKUMAR, B. — NAIR, N. U.: Bivariate quantile functions and their applications to reliability modelling, Statistica 79(1) (2019), 3–21.Search in Google Scholar
[36] YOUSOF, H. M. — AFIFY, A. Z. — HAMEDANI, G. G. — ARYAL, G.: The Burr X generator of distributions for lifetime data, J. Stat. Theory Appl. 16(3) (2017), 288–305.10.2991/jsta.2017.16.3.2Search in Google Scholar
[37] ZELIBE, S. C. — EGHWERIDO, J. T. — EFE-EYEFIA, E.: Kumaraswamy-Alpha power inverted exponential distribution: Properties and applications, Istatistik Journal of the Turkish Statistical Association 12(1–2) (2019), 35–48.Search in Google Scholar
© 2022 Mathematical Institute Slovak Academy of Sciences
Articles in the same Issue
- Regular Papers
- Variants of Booleanness: Congruences of a partial frame versus those of its free frame
- Models, coproducts and exchangeability: Notes on states on Baire functions
- Inverse tangent series involving pell and pell-lucas polynomials
- A new family of two-variable polynomials based on hermite polynomials
- Decreasing property and complete monotonicity of two functions constituted via three derivatives of a function involving trigamma function
- On the solvability of a fourth-order differential evolution equation on singular cylindrical domain in R4
- Investigation of an implicit Hadamard fractional differential equation with Riemann-Stieltjes integral boundary condition
- Stability criteria for systems of two first-order linear ordinary differential equations
- A perturbed eigenvalue problem in exterior domain
- On extensions of bilinear maps
- Refinement of seminorm and numerical radius inequalities of semi-Hilbertian space operators
- Weighted composition operators from the Besov space into nth weighted type spaces
- Fuzzy ideal topological vector spaces
- Partial actions on convergence spaces
- On quasi-small loop groups
- Topologies generated by symmetric porosity on normed spaces
- The Alpha Power Rayleigh-G family of distributions
- An alternative for Laplace Birnbaum-Saunders distribution
- Existence of positive solutions for boundary value problems with p-Laplacian operator
Articles in the same Issue
- Regular Papers
- Variants of Booleanness: Congruences of a partial frame versus those of its free frame
- Models, coproducts and exchangeability: Notes on states on Baire functions
- Inverse tangent series involving pell and pell-lucas polynomials
- A new family of two-variable polynomials based on hermite polynomials
- Decreasing property and complete monotonicity of two functions constituted via three derivatives of a function involving trigamma function
- On the solvability of a fourth-order differential evolution equation on singular cylindrical domain in R4
- Investigation of an implicit Hadamard fractional differential equation with Riemann-Stieltjes integral boundary condition
- Stability criteria for systems of two first-order linear ordinary differential equations
- A perturbed eigenvalue problem in exterior domain
- On extensions of bilinear maps
- Refinement of seminorm and numerical radius inequalities of semi-Hilbertian space operators
- Weighted composition operators from the Besov space into nth weighted type spaces
- Fuzzy ideal topological vector spaces
- Partial actions on convergence spaces
- On quasi-small loop groups
- Topologies generated by symmetric porosity on normed spaces
- The Alpha Power Rayleigh-G family of distributions
- An alternative for Laplace Birnbaum-Saunders distribution
- Existence of positive solutions for boundary value problems with p-Laplacian operator