Abstract
In this article, we propose two new discrete distributions, the negative binomial-weighted Weibull and the zero truncated negative binomial-weighted Weibull distributions. Some statistical properties of the proposed distributions are presented. The parameter estimates for the proposed distributions have been derived by the maximum likelihood estimation. The applications of the proposed distributions to real data sets in order to compare the performance with other distributions. The criteria for selecting the best fitted distribution are test statistics, i.e., the chi-square test and the Kolmogorov–Smirnov (K-S) test for discrete distributions.
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REFERENCES
J. Grogger and R. Carson, ‘‘Models for truncated counts,’’ J. Appl. Econometr. 6, 225–238 (1991).
P. R. Rider, ‘‘Truncated Poisson distributions,’’ J. Am. Stat. Assoc. 48 (264), 826–830 (1953).
R. C. Dahiya and A. J. Gross, ‘‘Estimating the zero class from a truncated Poisson sample,’’ J. Am. Stat. Assoc. 68 (264), 731–733 (1973).
M. E. Ghitany, D. K. Al-Mutairi, and S. Nadarajah, ‘‘Zero-truncated Poisson-Lindley distribution and its application,’’ Math. Comput. Simul. 79, 279–287 (2008).
F. David and N. Johnson, ‘‘The truncated Poisson,’’ Biometrics 8, 275–285 (1952).
M. R. Sampford, ‘‘The truncated negative binomial distribution,’’ Biometrika 42, 58–69 (1955).
H. H. Panjer and G. E. Willmot, ‘‘Finite sum evaluation of the negative binomial-exponential model,’’ ASTIN Bull.: J. IAA 412, 133–137 (1981).
S. Klugman, H. Panjer, and G. Willmot, Loss Models: from Data to Decisions, 3rd ed. (Wiley, New York, 2008).
H. Zamani and N. Ismail, ‘‘Negative binomial Lindley distribution and its application,’’ J. Math. Stat. 6, 4–9 (2010).
C. Pudprommarat, W. Bodhisuwan, and P. Zeephongsekul, ‘‘A new mixed negative binomial distribution,’’ J. Appl. Sci. 12, 1853–1858 (2011).
A. Aryuyuen and W. Bodhisuwan, ‘‘The negative binomial—generalized exponential (NB-GE) distribution,’’ Appl. Math. Sci. 7, 1093–1105 (2013).
P. Saengthong and W. Bodhisuwan, ‘‘Negative binomial—crack (NB-CR) distribution,’’ Int. J. Pure Appl. Math. 84, 213–230 (2013).
S. Kongrod, W. Bodhisuwan, and P. Payakkapong, ‘‘The negative binomial-Erlang distribution with applications,’’ Int. J. Pure Appl. Math. 92, 389–401 (2014).
A. Azzalini, ‘‘A class of distributions which include the normal ones,’’ Scand. J. Stat. 41, 171–178 (1985).
F. Famoye, C. Lee, and O. Olumolade, ‘‘The Beta-Weibull Distribution,’’ J. Stat. Theory Appl. 4, 121–136 (2005).
R. D. Gupta and D. Kundu, ‘‘Generalized exponential distribution,’’ Austral. New Zealand J. Stat. 41, 173–188 (1999).
R. D. Gupta and D. Kundu, ‘‘A new class of weighted exponential distributions,’’ Statistics 43, 621–634 (2009).
S. Dey and T. Dey, ‘‘Weighted Weibull distribution: Properties and estimation,’’ J. Stat. Theory Pract. 9, 250–265 (2015).
R Development Core Team, R: A Language and Environment for Statistical Computing (2018).
S. A. Klugman, H. H. Panjer, and G. E. Willmot, Loss Models: From Data to Decisions (Wiley, New York, 2012).
J. Lemaire, Bonus-Malus Systems in Automobile Insurance (Springer Science, New York, 2012).
V. Choulakian, R. A. Lockhart, and M. A. Stephens, ‘‘Cramer–von Mises statistics for discrete distributions,’’ Canad. J. Stat. 22, 125–137 (1994).
S. A. Meegama, Socio-Economic Determinants of Infant and Child Mortality in Sri Lanka, an Analysis of Postwar Experience (Int. Stat. Inst. (World Fertility Survey), Netherland, 1980).
R. Shanker, F. Hagos, S. Sujatha, and Y. Abrehe, ‘‘On zero-truncation of Poisson and Poisson–Lindley distributions and their applications,’’ Biometr. Biostat. Int. J. 2 (6), 1–14 (2015).
J. S. Simmonoff, Analyzing Categorical Data (Springer, New York, 2003).
Funding
The first two authors would like to thank the College of Industrial Technology, King Mongkut’s University of Technology North Bangkok. The first author’s research was funded by College of Industrial Technology, King Mongkut’s University of Technology North Bangkok, grant no. Res-CIT0243/2020.
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Sitho, S., Denthet, S. & Nadeem, H. Zero Truncated Negative Binomial Weighted Weibull Distribution and Its Application. Lobachevskii J Math 42, 3241–3252 (2021). https://doi.org/10.1134/S1995080222010206
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DOI: https://doi.org/10.1134/S1995080222010206