Research Article

A new Weibull-G family of distributions

Volume: 45 Number: 2 April 1, 2016
EN

A new Weibull-G family of distributions

Abstract

Statistical analysis of lifetime data is an important topic in reliability engineering, biomedical and social sciences and others. We introduce a new generator based on the Weibull random variable called the new Weibull-G family. We study some of its mathematical properties. Its density function can be symmetrical, left-skewed, right-skewed, bathtub and reversed-J shaped, and has increasing, decreasing, bathtub, upside-down bathtub, J, reversed-J and S shaped hazard rates. Some special models are presented. We obtain explicit expressions for the ordinary and incomplete moments, quantile and generating functions, Rényi entropy, order statistics and reliability. Three useful characterizations based on truncated moments are also proposed for the new family. The method of maximum likelihood is used to estimate the model parameters. We illustrate the importance of the family by means of two applications to real data sets. 

Keywords

References

  1. Alexander, C., Cordeiro, G.M., Ortega, E.M.M. and Sarabia, J.M. Generalized beta generated distributions, Computational Statistics and Data Analysis 56, 1880–1897, 2012.
  2. Alizadeh, M., Emadi, M., Doostparast, M., Cordeiro, G.M., Ortega, E.M.M. and Pescim, R.R. A new family of distributions: the Kumaraswamy odd log-logistic, properties and applications, Hacettepa Journal of Mathematics and Statistics 44, 1491–1512, 2015.
  3. Aljarrah, M.A., Lee, C. and Famoye, F. On generating T-X family of distributions using quantile functions, Journal of Statistical Distributions and Applications 1, Article 2, 2014.
  4. Alzaatreh, A., Lee, C. and Famoye, F. A new method for generating families of continuous distributions, Metron 71, 63–79, 2013.
  5. Alzaatreh, A., Lee, C. and Famoye, F. T-normal family of distributions: A new approach to generalize the normal distribution, Journal of Statistical Distributions and Applications 1, Article 16, 2014.
  6. Alzaghal, A., Famoye, F. and Lee, C. Exponentiated T-X family of distributions with some applications, International Journal of Probability and Statistics 2, 31–49, 2013.
  7. Amini, M., MirMostafaee, S.M.T.K. and Ahmadi, J. Log-gamma-generated families of distributions, Statistics 48, 913–932, 2014.
  8. Bourguignon, M., Silva, R.B. and Cordeiro, G.M. The Weibull–G family of probability distributions, Journal of Data Science 12, 53–68, 2014.

Details

Primary Language

English

Subjects

Statistics

Journal Section

Research Article

Publication Date

April 1, 2016

Submission Date

May 17, 2014

Acceptance Date

March 11, 2015

Published in Issue

Year 2016 Volume: 45 Number: 2

APA
Tahir, M., Zubair, M., Mansoor, M., Cordeiro, G. M., Alizadehk, M., & Hamedani, G. G. (2016). A new Weibull-G family of distributions. Hacettepe Journal of Mathematics and Statistics, 45(2), 629-647. https://izlik.org/JA47ND22ST
AMA
1.Tahir M, Zubair M, Mansoor M, Cordeiro GM, Alizadehk M, Hamedani GG. A new Weibull-G family of distributions. Hacettepe Journal of Mathematics and Statistics. 2016;45(2):629-647. https://izlik.org/JA47ND22ST
Chicago
Tahir, M.h., M. Zubair, M. Mansoor, Gauss M Cordeiro, Morad Alizadehk, and G. G. Hamedani. 2016. “A New Weibull-G Family of Distributions”. Hacettepe Journal of Mathematics and Statistics 45 (2): 629-47. https://izlik.org/JA47ND22ST.
EndNote
Tahir M, Zubair M, Mansoor M, Cordeiro GM, Alizadehk M, Hamedani GG (April 1, 2016) A new Weibull-G family of distributions. Hacettepe Journal of Mathematics and Statistics 45 2 629–647.
IEEE
[1]M. Tahir, M. Zubair, M. Mansoor, G. M. Cordeiro, M. Alizadehk, and G. G. Hamedani, “A new Weibull-G family of distributions”, Hacettepe Journal of Mathematics and Statistics, vol. 45, no. 2, pp. 629–647, Apr. 2016, [Online]. Available: https://izlik.org/JA47ND22ST
ISNAD
Tahir, M.h. - Zubair, M. - Mansoor, M. - Cordeiro, Gauss M - Alizadehk, Morad - Hamedani, G. G. “A New Weibull-G Family of Distributions”. Hacettepe Journal of Mathematics and Statistics 45/2 (April 1, 2016): 629-647. https://izlik.org/JA47ND22ST.
JAMA
1.Tahir M, Zubair M, Mansoor M, Cordeiro GM, Alizadehk M, Hamedani GG. A new Weibull-G family of distributions. Hacettepe Journal of Mathematics and Statistics. 2016;45:629–647.
MLA
Tahir, M.h., et al. “A New Weibull-G Family of Distributions”. Hacettepe Journal of Mathematics and Statistics, vol. 45, no. 2, Apr. 2016, pp. 629-47, https://izlik.org/JA47ND22ST.
Vancouver
1.M.h. Tahir, M. Zubair, M. Mansoor, Gauss M Cordeiro, Morad Alizadehk, G. G. Hamedani. A new Weibull-G family of distributions. Hacettepe Journal of Mathematics and Statistics [Internet]. 2016 Apr. 1;45(2):629-47. Available from: https://izlik.org/JA47ND22ST