Modelling Veterinary Medical Data Utilizing a New Generalized Marshall-Olkin Transmuted Generator of Distributions with Statistical Properties
Keywords:
Generalized-Marshall-Olkin family, transmuted-G family, exponential distribution, stochastic orderingsAbstract
This paper introduces a new family of continuous distributions called the generalized Marshall-Olkin transmuted-G family to extend the transmuted family that is proposed by Shaw and Buckley (2009). Some of its mathematical properties including hazard rate function, quantile, asymptotes, stochastic orderings, moment generating function, and entropy are derived. A special sub-model of the proposed family is discussed. The maximum likelihood, least squares and weighted least squares estimation methods are adopted to estimate the model parameters. We present a simulation study to explore the biases and mean square errors of these estimators. The superiority of the proposed family over other existing distributions is proved by modelling a veterinary medical data.
References
Aarset MV. How to identify a bathtub hazard rate. IEEE Trans Reliab.1987; 36(1): 106-108.
Afify A, Yousof H, Nadarajah S. The beta transmuted-H family for lifetime data. Stat Interface. 2017; 10(3): 505-520.
Almazah MMA, Almuqrin MA, Eliwa MS, El-Morshedy M, Yousof HM. Modeling extreme values utilizing an asymmetric probability function. Symmetry. 2021; 13(9): 1730, https://doi.org/
3390/sym13091730.
Altun E, Korkmaz MÇ, El-Morshedy M, Eliwa MS. A new flexible family of continuous distributions: the additive Odd-G family. Mathematics. 2021; 9(16): 1837, https://doi.org/10.3390/
math9161837
Alizadeh M, Tahir MH, Cordeiro GM, Mansoor M, Zubair M, Hamedani G. The Kumaraswamy Marshal-Olkin family of distributions. J Egyptian Math Soc. 2015; 23(3): 546-557.
Alizadeh M, Yousof HM, Afify AZ, Cordeiro GM, Mansoor M. The complementary generalized transmuted Poisson-G family of distributions. Austrian J Stat. 2018. 28; 47(4): 60-80.
Alizadeh M, Afify AZ, Eliwa MS, Ali S. The odd log-logistic Lindley-G family of distributions: properties, Bayesian and non-Bayesian estimation with applications. Comput Stat. 2020; 35(1): 281-308.
Bjerkedal T. Acquisition of resistance in Guinea Pies infected with different doses of Virulent Tubercle Bacilli. Am J Hyg. 1960; 72(1): 130-148.
Chakraborty S, Handique L, Ali MM. A new family which integrates beta Marshall-Olkin-G and Marshall-Olkin-Kumaraswamy-G families of distributions. J Prob Stat Sci. 2018; 16: 81-101.
Chakraborty S, Handique L, Jamal F. The Kumaraswamy Poisson-G family of distribution: its properties and applications. Ann Data Sci. 2020; 24: 1-9.
Cordeiro GM, de Castro M. A new family of generalized distributions. J Stat Comput Simul. 2011; 81(7): 883-898.
Eliwa MS, El-Morshedy M, Ali S. Exponentiated odd Chen-G family of distributions: statistical properties, Bayesian and non-Bayesian estimation with applications. J Appl Stat. 2021; 48(11): 1948-74.
Eliwa MS, Alhussain ZA, El-Morshedy M. Discrete Gompertz-G family of distributions for over-and under-dispersed data with properties, estimation, and applications. Mathematics. 2020; 8(3): 358, https://doi.org/10.3390/math8030358.
El-Morshedy M, Eliwa MS. The odd flexible Weibull-H family of distributions: properties and estimation with applications to complete and upper record data. Filomat. 2019; 33(9): 2635-2652.
El-Morshedy M, Eliwa MS, Afify AZ. The odd Chen generator of distributions: properties and estimation methods with applications in medicine and engineering. J Natl Sci Found. 2020; 48(1): 113-130.
El-Morshedy M, Alshammari FS, Hamed YS, Eliwa MS, Yousof HM. A new family of continuous probability distributions. Entropy. 2021a; 23(2): 194, https://doi.org/10.3390/e23020194.
El-Morshedy M, Alshammari FS, Tyagi A, Elbatal I, Hamed YS, Eliwa MS. Bayesian and frequentist inferences on a type I half-logistic odd Weibull generator with applications in engineering. Entropy. 2021b; 23(4): 446, https://doi.org/10.3390/e23040446.
Eugene N, Lee C, Famoye F. Beta-normal distribution and its applications. Commun Stat Theory Methods. 2002; 31(4): 497-512.
Gradshteyn IS, Ryzhik IM, Romer RH. Tables of integrals, series, and products. New York. 1988.
Greenwood JA, Landwehr JM, Matalas NC, Wallis JR. Probability weighted moments: definition and relation to parameters of several distributions expressable in inverse form. Water Resour. 1979; 15(5): 1049-1054.
Handique L, Chakraborty S, Jamal F. Beta Poisson-G family of distributions: Its properties and application with failure time data. arXiv preprint arXiv:2005.10690. 2020.19.
Handique L, Chakraborty S, de Andrade TA. The exponentiated generalized Marshall-Olkin family of distribution: its properties and applications. Ann Data Sci. 2019; 6(3): 391-411.
Jayakumar K, Mathew T. On a generalization to Marshall-Olkin scheme and its application to Burr type XII distribution. Stat Pap. 2008; 49(3): 421, https://doi.org/10.1007/s00362-006-0024-5.
Mansour MM, Elrazik E, Afify A, Ahsanullah M, Altun E. The transmuted transmuted-G family: properties and applications. J Nonlinear Sci Appl. 2019; 12: 217-229.
Marshall A, Olkin I. A new method for adding a parameter to a family of distributions with applications to the exponential and Weibull families. Biometrika, 1997; 84: 641-652.
Moors JJ. A quantile alternative for kurtosis. J R Stat Soc Series B Stat. 1988; 37(1): 25-32.
Nassar M, Kumar D, Dey S, Cordeiro GM, Afify AZ. The Marshall-Olkin alpha power family of distributions with applications. J Comput Appl Math. 2019; 351: 41-53.
Shaw WT, Buckley IR. The alchemy of probability distributions: beyond Gram-Charlier expansions, and a skew-kurtotic-normal distribution from a rank transmutation map. arXiv preprint arXiv:0901.0434. 2009.
Song KS. Rényi information, loglikelihood and an intrinsic distribution measure. J Stat Plan Inference. 2001; 93(1-2): 51-69.
Tahir MH, Hussain MA, Cordeiro GM, El-Morshedy M, Eliwa MS. A new Kumaraswamy generalized family of distributions with properties, applications, and bivariate extension. Mathematics. 2020; 8(11): 1989, https://doi.org/10.3390/math8111989.
Yousof H, Afify AZ, Alizadeh M, Hamedani GG, Jahanshahi S, Ghosh I. The generalized transmuted Poisson-G family of distributions: Theory, characterizations, and applications. Pak J Stat Oper. 2018; 25: 759-779.
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