The Discrete Power Half-Normal Distribution

Authors

DOI:

https://doi.org/10.6092/issn.1973-2201/11050

Keywords:

Bathtub failure rate, Discrete power, Half-Normal distribution, Increasing failure rate, Maximum likelihood estimation

Abstract

The discrete power half-normal distribution is introduced, as the discretization of the power halfnormal distribution, based on the difference of values of the continuous survival function. The discrete distribution has a bathtub shaped failure rate or an increasing failure rate. Some statistical properties are proved. Maximum likelihood estimation is studied. A simulation study shows the good asymptotic behaviour of the maximum likelihood estimates. Applications to reliability and lifetime data are provided.

References

M. V. AARSET (1987). How to identify a bathtub hazard rate. IEEE Transactions on Reliability, 36, no. 1, pp. 106–108.

A. M.ABOUAMMOH,N. S.ALHAZZANI (2015). On dicsrete gamma distribution. Communications in Statistics - Theory and Methods, 44, no. 14, pp. 3087–3098.

H. AKAIKE (1974). A new look at the statistical model identification. IEEE Transactions on Automatic Control, AC-19, no. 6, pp. 716–723.

A. A. AL-HUNITI, G. R. AL-DAYAN (2012). Dicrete Burr type III distriution. American Journal of Mathematics and Statistics, 2, no. 5, pp. 145–152.

S. J. ALMALKI, S. NADARAJAH (2014). A new discrete modified Weibull distribution. IEEE Transactions on Reliability, 63, no. 1, pp. 68–80.

M. BEBBINGTON, C. D. LAI, M. WELLINGTON, R. ZIKITIS (2012). The discrete additive Weibull distribution: a bathtub shaped hazard for discontinuous failure data. Reliability Engineering and System Safety, 106, pp. 37–44.

Z. W. BIRNBAUM, S. C. SAUNDERS (1969). Estimation for a family of life distributions with applications to fatigue. Journal of Applied Probability, 6, no. 2, pp. 328–347.

R. P. BRENT (1973). Algorithms for Minimization without Derivatives. Prentice-Hall, Englewood Cliffs, New Jersey.

S. CHAKRABORTY (2015). A new discrete distribution related to generalized gamma distribution. Communications in Statistics - Theory and Methods, 44, no. 8, pp. 1691–1705.

S. CHAKRABORTY, D. CHAKRAVARTY (2012). Discrete gamma distribution: properties and parameters estimations. Communications in Statistics - Theory and Methods, 41, no. 18, pp. 3301–3324.

S. R. DURRANS (1992). Distributions of fractional order statistics in hydrology. Water Resources Research, 28, pp. 1649–1655.

Y. M. GÓMEZ, H. BOLFARINE (2015). Likelihood-based inference for the power halfnormal distribution. Journal of Statistical Theory and Applications, 14, no. 4, pp. 383–398.

E. GÓMEZ-DÉNIZ, E. VÁZQUEZ-POLO, F. J. V. GARCIA-GARCIA (2014). A discrete version of the half-normal distribution and its generalization with applications. Statistical Papers, 55, no. 2, pp. 497–511.

R. D. GUPTA, R. C. GUPTA (2008). Analyzing skewed data by power normal model. Test, 17, no. 1, pp. 197–210.

K. JAYAKUMAR, G. BABU (2018). Discrete Weibull gometric distribution and ita properties. Communications in Statistics - Theory and Methods, 47, no. 7, pp. 1767–1783.

K. JAYAKUMAR, K. K. SANKARAN (2018). A generalization of discrete Weibull distribution. Communications in Statistics - Theory and Methods, 47, no. 24, pp. 6064–6078.

K. JAYAKUMAR, K. K. SANKARAN (2019). Discrete Linnik Weibull distribution. Communications in Statistics - Theory and Methods, 48, no. 10, pp. 3092–3117.

A.W. KEMP (2008). The Discrete Half-Normal Distribution. In: Birkh A. (ed.), Advances in Mathematical and Statistical Modelling, pp. 353–365. Springer, New York.

M. S.A. KHAN, A. KHALIQUE, A. M.ABOUAMMOH (1989). On estimating parameters in a discrete Weibull distribution. IEEE Transactions on Relaibility, 38, no. 3, pp. 348–350.

H. KRISHNA, P. S. PUNDIR (2009). Discrete Burr and discrete Pareto distributions. Statistical Methodology, 6, no. 2, pp. 177–188.

K. B. KULASEKERA (1994). Aprroximate MLEs of the parameteres of a discrete Weibull distribution with type I censored data. Microelectronics Reliability, 34, no. 7, pp. 1185–1188.

J. F. LAWLESS (1982). Statistical Models and Methods for Lifetime Data. John Wiley & Sons, New York.

E. L. LEHMANN (1953). The power of rank tests. The Annals of Mathematical Statistics, 24, no. 1, pp. 23–43.

E. L. LEHMANN, G. CASELLA (1998). Theory of Point Estimation. Second Edition, Springer, New York.

S.NADARAJAH, S.KOTZ (2006). The exponentiated type distributions. Acta Applicandae Mathematicae, 92, no. 2, pp. 97–111.

T. NAKAGAWA, S. OSAKI (1975). The discrete Weibull distribution. IEEE Transactions on Reliability, 24, no. 5, pp. 300–301.

V. NEKOUKOUH, H. BIDRAM (2017). A new generalization of the Weibull-geometric distribution with bathtube failure rate. Communications in Statistics - Theory and Methods, 46, no. 9, pp. 4296–4310.

J. A. NELDER, R. MEAD (1965). A simplex method for function minimization. The Computer Journal, 7, no. 4, pp. 308–313. Correction: 8, p. 27.

M. S. NOOGHABI, A. H. R. ROKNABADI, G. R. M. BORZADARAN (2011). Discrete modified Weibull distribution. Metron, 69, no. 2, pp. 207–222.

W. J. PADGETT, J. D. SPURRIER (1985). Discrete failure models. IEEE Transactions on Reliability, 14, pp. 253–256.

R. R. PESCIM, C. G. B. DEMÉTRIO, G. M. CORDEIRO, E. M. M.ORTEGA, M. R. URBANO (2010). The beta generalized half-normal distribution. Computational Statistics and Data Analysis, 54, no. 4, pp. 945–957.

A. PEWSEY, H.W.GÓMEZ, H. BOLFARINE (2012). Likelihood-based inference for power distributions. Test, 21, no. 4, pp. 775–789.

R CORE TEAM (2020). R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna, Austria. URL http://www.R-project.org/.

D. ROY (2003). The discrete normal distribution. Communications in Statistics - Theory and Methods, 32, no. 10, pp. 1871–1883.

D. ROY (2004). Discrete Rayleigh distribution. IEEE Transactions on Relaibility, 53, no. 2, pp. 255–260.

S. SANGPOOM,W. BODHISUWAN (2016). The discrete asymmetric Laplace distribution. Journal of Statistical Theory and Practice, 10, no. 1, pp. 77–86.

S. K. SINHA (1986). Reliability and Life Testing. Wiley Eastern Limited, New Delhi.

W. E. STEIN, R. DATTERO (1984). A new discrete Weibull distribution. IEEE Transactions on Reliability, 33, no. 2, pp. 195–197.

R. VILA, E. V. NAKANO, H. SAULO (2019). Theoretical results on the discrete Weibull distribution of Nakagawa and Osaki. Statistics- A Journal of Theoretical and Applied Statistics, 53, no. 2, pp. 339–363.

A.WALD (1949). Note on the consistency of the maximum likelihood estimates. The Annals of Mathematical Statistics, 20, no. 4, pp. 595–601.

Downloads

Published

2023-09-07

How to Cite

Pallini, A. (2022). The Discrete Power Half-Normal Distribution. Statistica, 82(3), 229–242. https://doi.org/10.6092/issn.1973-2201/11050

Issue

Section

Articles