Research Article
BibTex RIS Cite
Year 2018, Volume: 47 Issue: 2, 365 - 381, 01.04.2018

Abstract

References

  • Abramowitz, M. and Stegun, I. E. Handbook of Mathematical Func- tions. Dover, 1964).
  • Afify, A. Z., Nofal, Z. M. and Ebraheim, A. N. Exponentiated transmuted generalized Rayleigh distribution: a new four parameter Rayleigh distribution, Pakistan Journal of Statistics and Operation Research, 11, 115–134, 2015.
  • Afify, A.Z., Nofal, Z.M., Yousof, H.M., Gebaly, Y.M. and Butt, N.S. The transmuted Weibull Lomax distribution: properties and application, Pakistan Journal of Statistics and Operation Research, 11, 135–152, 2015.
  • Ahmad, I., Kayid, M. and Pellerey, F. Further results involving the MIT order and the IMIT class , Probability in the Engineering and Informational Science, 19, 377–395, 2005.
  • Almalki, S.J. and Yuan, J. A new modified Weibull distribution, Reliability Engineering and System Safety, 111, 164–170, 2011.
  • Alshangiti, A.M., Kayid, M. and Alarfaj, B. A new family of Marshall–Olkin extended distributions, Journal of Computational and Applied Mathematics, 271, 369–379, 2014.
  • Bebbington, M., Lai, C.D. and Zitikis, R. A flexible Weibull extension, Reliability Engineering and System Safety, 92, 719–726, 2007.
  • Elbatal, I. and Aryal, G. On the transmuted additive Weibull distribution, Austrian Journal of Statistics, 42, 117–132, 2013.
  • Erdelyi, A., Magnus, W., Oberhettinger, F., and Tricomi, F. G. Higher Transcendental Functions, volume II. McGraw Hill, 1953.
  • Gupta, R.C. On characterization of distributions by conditional expectations, Communication in Statistics: Simulation and Computation, 4, 99–103, 1975.
  • Guess, F. and Proschan, F. Mean residual life, theory and applications. In: Krishnaiah, P.R., Rao, C. R. (Eds.), Handbook of Statistics, Reliability and Quality Control, 215–224, 1988.
  • Hosking, J.R.M.. L-moments: analysis and estimation of distributions using linear combinations of order statistics. Journal of the Royal Statistical Society, Series B, 52: 105—124, 1990.
  • Kotz, S. and Shanbhag, D. N. Some new approaches to probability distributions, Advances in Applied Probability, 12, 903–921, 1980.
  • Kayid, M. and Ahmad, I. On the mean inactivity time ordering with reliability applications, Probability in the Engineering and Informational Science, 18, 395–409, 2004.
  • Lai, C.D. and Xie, M. Stochastic ageing and dependence for reliability, Springer, New York, 2006.
  • Marshall, A. W. and Olkin, I. A new method for adding a parameter to a family of distributions with application to the exponential and Weibull families, Biometrika, 84, 641–652, 1997.
  • Merovci, F. and Elbatal, I. A new generalization of linear exponential distribution: theory and application, Journal of Statistics and Applied Probability Letters, 2, 1–14, 2015.
  • Nadarajah S., Cordeiro, G.M. and Ortega Edwin, M.M. General results for the beta–modified Weibull distribution, Journal of Statistical Computation and Simulation, 81, 121–132, 2011.
  • Navarro, J. Franco, M. and Ruiz, J.M. Characterization through moments of the residual life and conditional spacing, The Indian Journal of Statistics, Vol. 60, Series A, Pt. 1, 36–48, 1998.
  • Nofal, Z. M., Afify, A. Z., Yousof, H. M. and Cordeiro, G.M. The generalized transmuted- G family of distributions, Communications in Statistics-Theory and Methods, To Appear, 2015.
  • Pescim, R.R., Cordeiro, G.M., Nararajah, S., Demetrio, C.G.B. and Ortega, E.M.M. The Kummer beta Birnbaum-Saunders: An alternative fatigue life distribution, Hacettepe Journal of Mathematics and Statistics, 43, 473–510, 2014.
  • Pundir, S., Arora, S., and Jain, K. (2005). Bonferroni curve and the related statistical inference. Statistics and Probability Letters, 75:140–150.
  • Rayleigh, J.W.S. On the resultant of a large number of vibration of the same pitch and arbitrary phase, Philosophical magazine, 5th Series, 10, 73–78, 1880.
  • Saboor, A., Kamal, M. and Ahmad, M. The transmuted exponential–Weibull distribution with applications, Pakistan Journal of Statistics, 31, 229–250, 2015.
  • Sarhan A.M. and Zaindin, M. Modified Weibull distribution, Applied Sciences, 11, 123–36, 2009.
  • Weibull, W. A statistical distribution function of wide applicability, Journal of Applied Mechanics and Transections, ASME 18, 293–297, 1951.
  • Xie, M., and Lai, C.D. Reliability analysis using an additive Weibull model with bathtubshaped failure rate function, Reliability Engineering and System Safety, 52, 87–93, 1995.
  • Zoroa, P., Ruiz, J.M. and Marin, J. A characterization based on conditional expectations, Communications in Statistics: Theory and Methods, 19, 3127–3135, 1990.

The Marshall-Olkin additive Weibull distribution with variable shapes for the hazard rate

Year 2018, Volume: 47 Issue: 2, 365 - 381, 01.04.2018

Abstract

We introduce and study the Marshall-Olkin additive Weibull distribution in order to allow a wide variation in the shape of the hazard rate, including increasing, decreasing, bathtub and unimodal shapes. The new distribution generalizes at least eleven lifetime models existing in the literature. Various of its mathematical properties including explicit expressions for the ordinary and incomplete moments, generating function, moments of the residual and reversed residual life functions and order statistics are derived. The parameters of the new distribution are estimated by the maximum likelihood method. We illustrate empirically the superiority of the new model over other distributions by means of a real life data set.

References

  • Abramowitz, M. and Stegun, I. E. Handbook of Mathematical Func- tions. Dover, 1964).
  • Afify, A. Z., Nofal, Z. M. and Ebraheim, A. N. Exponentiated transmuted generalized Rayleigh distribution: a new four parameter Rayleigh distribution, Pakistan Journal of Statistics and Operation Research, 11, 115–134, 2015.
  • Afify, A.Z., Nofal, Z.M., Yousof, H.M., Gebaly, Y.M. and Butt, N.S. The transmuted Weibull Lomax distribution: properties and application, Pakistan Journal of Statistics and Operation Research, 11, 135–152, 2015.
  • Ahmad, I., Kayid, M. and Pellerey, F. Further results involving the MIT order and the IMIT class , Probability in the Engineering and Informational Science, 19, 377–395, 2005.
  • Almalki, S.J. and Yuan, J. A new modified Weibull distribution, Reliability Engineering and System Safety, 111, 164–170, 2011.
  • Alshangiti, A.M., Kayid, M. and Alarfaj, B. A new family of Marshall–Olkin extended distributions, Journal of Computational and Applied Mathematics, 271, 369–379, 2014.
  • Bebbington, M., Lai, C.D. and Zitikis, R. A flexible Weibull extension, Reliability Engineering and System Safety, 92, 719–726, 2007.
  • Elbatal, I. and Aryal, G. On the transmuted additive Weibull distribution, Austrian Journal of Statistics, 42, 117–132, 2013.
  • Erdelyi, A., Magnus, W., Oberhettinger, F., and Tricomi, F. G. Higher Transcendental Functions, volume II. McGraw Hill, 1953.
  • Gupta, R.C. On characterization of distributions by conditional expectations, Communication in Statistics: Simulation and Computation, 4, 99–103, 1975.
  • Guess, F. and Proschan, F. Mean residual life, theory and applications. In: Krishnaiah, P.R., Rao, C. R. (Eds.), Handbook of Statistics, Reliability and Quality Control, 215–224, 1988.
  • Hosking, J.R.M.. L-moments: analysis and estimation of distributions using linear combinations of order statistics. Journal of the Royal Statistical Society, Series B, 52: 105—124, 1990.
  • Kotz, S. and Shanbhag, D. N. Some new approaches to probability distributions, Advances in Applied Probability, 12, 903–921, 1980.
  • Kayid, M. and Ahmad, I. On the mean inactivity time ordering with reliability applications, Probability in the Engineering and Informational Science, 18, 395–409, 2004.
  • Lai, C.D. and Xie, M. Stochastic ageing and dependence for reliability, Springer, New York, 2006.
  • Marshall, A. W. and Olkin, I. A new method for adding a parameter to a family of distributions with application to the exponential and Weibull families, Biometrika, 84, 641–652, 1997.
  • Merovci, F. and Elbatal, I. A new generalization of linear exponential distribution: theory and application, Journal of Statistics and Applied Probability Letters, 2, 1–14, 2015.
  • Nadarajah S., Cordeiro, G.M. and Ortega Edwin, M.M. General results for the beta–modified Weibull distribution, Journal of Statistical Computation and Simulation, 81, 121–132, 2011.
  • Navarro, J. Franco, M. and Ruiz, J.M. Characterization through moments of the residual life and conditional spacing, The Indian Journal of Statistics, Vol. 60, Series A, Pt. 1, 36–48, 1998.
  • Nofal, Z. M., Afify, A. Z., Yousof, H. M. and Cordeiro, G.M. The generalized transmuted- G family of distributions, Communications in Statistics-Theory and Methods, To Appear, 2015.
  • Pescim, R.R., Cordeiro, G.M., Nararajah, S., Demetrio, C.G.B. and Ortega, E.M.M. The Kummer beta Birnbaum-Saunders: An alternative fatigue life distribution, Hacettepe Journal of Mathematics and Statistics, 43, 473–510, 2014.
  • Pundir, S., Arora, S., and Jain, K. (2005). Bonferroni curve and the related statistical inference. Statistics and Probability Letters, 75:140–150.
  • Rayleigh, J.W.S. On the resultant of a large number of vibration of the same pitch and arbitrary phase, Philosophical magazine, 5th Series, 10, 73–78, 1880.
  • Saboor, A., Kamal, M. and Ahmad, M. The transmuted exponential–Weibull distribution with applications, Pakistan Journal of Statistics, 31, 229–250, 2015.
  • Sarhan A.M. and Zaindin, M. Modified Weibull distribution, Applied Sciences, 11, 123–36, 2009.
  • Weibull, W. A statistical distribution function of wide applicability, Journal of Applied Mechanics and Transections, ASME 18, 293–297, 1951.
  • Xie, M., and Lai, C.D. Reliability analysis using an additive Weibull model with bathtubshaped failure rate function, Reliability Engineering and System Safety, 52, 87–93, 1995.
  • Zoroa, P., Ruiz, J.M. and Marin, J. A characterization based on conditional expectations, Communications in Statistics: Theory and Methods, 19, 3127–3135, 1990.
There are 28 citations in total.

Details

Primary Language English
Subjects Mathematical Sciences
Journal Section Statistics
Authors

Ahmed Z. Afify

Gauss M. Cordeiro

Haitham M. Yousof

Abdus Saboor

Edwin M.m. Ortega

Publication Date April 1, 2018
Published in Issue Year 2018 Volume: 47 Issue: 2

Cite

APA Afify, A. Z., Cordeiro, G. M., Yousof, H. M., Saboor, A., et al. (2018). The Marshall-Olkin additive Weibull distribution with variable shapes for the hazard rate. Hacettepe Journal of Mathematics and Statistics, 47(2), 365-381.
AMA Afify AZ, Cordeiro GM, Yousof HM, Saboor A, Ortega EM. The Marshall-Olkin additive Weibull distribution with variable shapes for the hazard rate. Hacettepe Journal of Mathematics and Statistics. April 2018;47(2):365-381.
Chicago Afify, Ahmed Z., Gauss M. Cordeiro, Haitham M. Yousof, Abdus Saboor, and Edwin M.m. Ortega. “The Marshall-Olkin Additive Weibull Distribution With Variable Shapes for the Hazard Rate”. Hacettepe Journal of Mathematics and Statistics 47, no. 2 (April 2018): 365-81.
EndNote Afify AZ, Cordeiro GM, Yousof HM, Saboor A, Ortega EM (April 1, 2018) The Marshall-Olkin additive Weibull distribution with variable shapes for the hazard rate. Hacettepe Journal of Mathematics and Statistics 47 2 365–381.
IEEE A. Z. Afify, G. M. Cordeiro, H. M. Yousof, A. Saboor, and E. M. Ortega, “The Marshall-Olkin additive Weibull distribution with variable shapes for the hazard rate”, Hacettepe Journal of Mathematics and Statistics, vol. 47, no. 2, pp. 365–381, 2018.
ISNAD Afify, Ahmed Z. et al. “The Marshall-Olkin Additive Weibull Distribution With Variable Shapes for the Hazard Rate”. Hacettepe Journal of Mathematics and Statistics 47/2 (April 2018), 365-381.
JAMA Afify AZ, Cordeiro GM, Yousof HM, Saboor A, Ortega EM. The Marshall-Olkin additive Weibull distribution with variable shapes for the hazard rate. Hacettepe Journal of Mathematics and Statistics. 2018;47:365–381.
MLA Afify, Ahmed Z. et al. “The Marshall-Olkin Additive Weibull Distribution With Variable Shapes for the Hazard Rate”. Hacettepe Journal of Mathematics and Statistics, vol. 47, no. 2, 2018, pp. 365-81.
Vancouver Afify AZ, Cordeiro GM, Yousof HM, Saboor A, Ortega EM. The Marshall-Olkin additive Weibull distribution with variable shapes for the hazard rate. Hacettepe Journal of Mathematics and Statistics. 2018;47(2):365-81.