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The beta exponentiated Nadarajah-Haghighi distribution: theory, regression model and application

  • Abdus Saboor EMAIL logo , Muhammad Nauman Khan , Gauss M. Cordeiro , Ibrahim Elbatal and Rodrigo R. Pescim
Published/Copyright: July 19, 2019
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Abstract

We introduce and study the beta exponentiated Nadarajah-Haghighi model, which has increasing, decreasing, upside-down bathtub and bathtub shaped hazard functions. Some of its mathematical properties are determined including a power series for the quantile function. We perform a Monte Carlo simulation study to assess the finite sample behavior of the maximum likelihood estimates of the parameters. We define a new regression model based on the new distribution. The potentiality of this regression model is proved empirically by means of a real dataset related to diabetic retinopathy study.

MSC 2010: 60E05; 62E15; 62E20
  1. (Communicated by Gejza Wimmer)

Acknowledgement

The research of Abdus Saboor has been supported in part by the Higher Education Commission of Pakistan under NRPU project No. 3104. The research of Gauss M. Cordeiro has been supported by CNPq (Brazil).

References

[1] Cordeiro, G. M.—Gomes, A. E.—da-Silva, C. Q.—Ortega, E. M. M.: The beta exponentiated Weibull distribution, J. Stat. Comput. Simul. 83 (2013), 141–138.10.1080/00949655.2011.615838Search in Google Scholar

[2] Dias, C. R.—Alizadeh, M.—Cordeiro, G. M.: The beta Nadarajah-Haghighi distribution, Hacettepe University Bulletin of Natural Sciences and Engineering Series B: Mathematics and Statistics 47 (2018), 1302–1320.10.15672/HJMS.2017.503Search in Google Scholar

[3] Eugene, N.—Lee, C.—Famoye, F.: Beta-normal distribution and its applications, Communications in Statistics: Theory and Methods 31 (2002), 497–512.10.1081/STA-120003130Search in Google Scholar

[4] Gradshteyn, I. S.—Ryzhik, I. M.: Table of integrals, series, and products. Academic Press. San Diego, 2007.Search in Google Scholar

[5] Gupta, R. D.—Kundu, D.: Discriminating between the Weibull and the GE distributions, Computational Statistics and Data Analysis 43 (2003), 179–196.10.1016/S0167-9473(02)00206-2Search in Google Scholar

[6] Huster, W. J.—Brookmeyer, R.—Self, S. G.: Modelling paired survival data with covariates, Biometrics 45 (1989), 145–156.10.2307/2532041Search in Google Scholar

[7] Kong, L.—Lee, C.—Sepanski, J. H.: On the Properties of Beta–Gamma Distribution, Journal of Modern Applied Statistical Methods 6 (2007), 187–211.10.22237/jmasm/1177993020Search in Google Scholar

[8] Lemonte, A. J.: A new exponential-type distribution with constant, decreasing, increasing, upside-down bathtub and bathtub-shaped failure rate function. Computational Statistics and Data Analysis 62 (2013), 149–170.10.1016/j.csda.2013.01.011Search in Google Scholar

[9] Nadarajah, S.—Kotz, S.: The beta exponential distribution, Reliability Engineering and System Safety 91 (2006), 689–697.10.1016/j.ress.2005.05.008Search in Google Scholar

[10] Nadarajah, S.—Haghighi, F. An extension of the exponential distribution, Statistics 45 (2011), 543–558.10.1080/02331881003678678Search in Google Scholar

[11] Pescim, R. R.—Demétrio, C. G. B.—Cordeiro, G. M.—Ortega, E. M. M.—Urbano, M. R. The beta generalized half-normal distribution, Computational Statistics and Data Analysis 54 (2010), 945–957.10.1016/j.csda.2009.10.007Search in Google Scholar

[12] Singla, N.—Jain, K.—Sharma, S. K. The Beta Generalized Weibull distribution:Properties and applications, Reliability Engineering and System Safety 102 (2012), 5–15.10.1016/j.ress.2012.02.003Search in Google Scholar

[13] Souza, W. B.—Santos, A. H.—Gauss, G. M. The beta generalized exponential distribution, J. Stat. Comput. Simul. 80 (2010), 159–172.10.1080/00949650802552402Search in Google Scholar

Received: 2018-04-05
Accepted: 2019-01-11
Published Online: 2019-07-19
Published in Print: 2019-08-27

© 2019 Mathematical Institute Slovak Academy of Sciences

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