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The Gompertz-G family of distributions. (English) Zbl 1426.62057

Summary: We introduce and study some general mathematical properties of a new generator of continuous distributions with two extra parameters called the Gompertz-G generator. We present some special models. We investigate the shapes of the density and hazard functions and derive explicit expressions for the ordinary and incomplete moments, quantile and generating functions, probability weighted moments, Bonferroni and Lorenz curves, Shannon and Rényi entropies, and order statistics. Two bivariate extensions of this model are proposed. We discuss the estimation of the model parameters by maximum likelihood and prove empirically the potentiality of the new class by means of two real data sets.

MSC:

62E15 Exact distribution theory in statistics
62G30 Order statistics; empirical distribution functions
62H10 Multivariate distribution of statistics
62P10 Applications of statistics to biology and medical sciences; meta analysis
62B10 Statistical aspects of information-theoretic topics
Full Text: DOI

References:

[1] Aarts, R. M. 2000. Lauricella functions. From Math World, A Wolfram Web Resource, created by Eric W. Weisstein. https://doi.org/mathworld.wolfram.com/LauricellaFunctions.html.
[2] Alexander, C.; Cordeiro, G. M.; Ortega, Ε. Μ.; Sarabia, J. M., Generalized betagenerated distributions, Computational Statistics & Data Analysis, 56, 1880-1897 (2012) · Zbl 1245.60015 · doi:10.1016/j.csda.2011.11.015
[3] Alizadeh, M., M. Emadi, M. Doostparast, G. M. Cordeiro, Ε. Μ. Ortega, and R. R. Pescim. 2015. A new family of distributions: the Kumaraswamy odd log-logistic, properties and applications. Hacettepa Journal of Mathematics and Statistics. · Zbl 1375.60040
[4] Alizadeh, M.; Tahir, M. H.; Cordeiro, G. M.; Mansoor, Μ.; Zubair, Μ.; Hamedani, G. G., The Kumaraswamy Marshal-Olkin family of distributions, Journal of the Egyptian Mathematical Society, 23, 546-57 (2015) · Zbl 1359.60028 · doi:10.1016/j.joems.2014.12.002
[5] Alzaatreh, Α.; Lee, C.; Famoye, F., A new method for generating families of continuous distributions, Metron, 71, 63-79 (2013) · Zbl 1302.62026 · doi:10.1007/s40300-013-0007-y
[6] Aljarrah, Μ. Α.; Lee, C.; Famoye, F., On generating T-X family of distributions using quantile functions, Journal of Statistical Distributions and Applications, 1, 1-17 (2014) · Zbl 1357.62069 · doi:10.1186/2195-5832-1-2
[7] Alzaghal, Α.; Famoye, F.; Lee, C., Exponentiated T-X family of distributions with some applications, International Journal of Statistics and Probability, 2, 31 (2013) · doi:10.5539/ijsp.v2n3p31
[8] Amini, M.; MirMostafaee, S. Μ. Τ. Κ.; Ahmadi, J., Log-gamma-generated families of distributions, Statistics, 48, 913-32 (2014) · Zbl 1326.62025 · doi:10.1080/02331888.2012.748775
[9] Anderson, T. W.; Darling, D. A., A test of goodness of fit, Journal of the American Statistical Association, 49, 765-769 (1954) · Zbl 0059.13302 · doi:10.1080/01621459.1954.10501232
[10] Bourguignon, M.; Silva, R. B.; Cordeiro, G. M., The Weibull-G family of probability distributions, Journal of Data Science, 12, 53-68 (2014)
[11] Cooray, K.; Ananda, Μ. Μ. A., A generalization of the half-normal distribution with applications to lifetime data, Communications in Statistics — Theory and Methods, 37, 1323-37 (2008) · Zbl 1163.62006 · doi:10.1080/03610920701826088
[12] Cordeiro, G. M.; Alizadeh, M.; Diniz Marinho, P. R., The type I half-logistic family of distributions, Journal of Statistical Computation and Simulation, 86, 707-28 (2016) · Zbl 1510.62114 · doi:10.1080/00949655.2015.1031233
[13] Cordeiro, G. M.; Alizadeh, M.; Ortega, Ε. Μ., The exponentiated half-logistic family of distributions: Properties and applications, Journal of Probability and Statistics, 2014, 1-21 (2014) · Zbl 1307.62030 · doi:10.1155/2014/864396
[14] Cordeiro, G. M.; Castro, M., A new family of generalized distributions, Journal of Statistical Computation and Simulation, 81, 883-98 (2011) · Zbl 1219.62022 · doi:10.1080/00949650903530745
[15] Cordeiro, G. M.; Lemonte, A., The β-Birnbaum-Saunders distribution: An improved distribution for fatigue life modeling, Computational Statistics & Data Analysis, 55, 1445-61 (2011) · Zbl 1328.62572 · doi:10.1016/j.csda.2010.10.007
[16] Cordeiro, G. M.; Nadarajah, S., Closed-form expressions for moments of a class of beta generalized distributions, Brazilian Journal of Probability and Statistics, 25, 14-33 (2011) · Zbl 1298.60024 · doi:10.1214/09-BJPS109
[17] Cordeiro, G. M.; Ortega, E. M.; Cunha, D. C., The exponentiated generalized class of distributions, Journal of Data Science, 11, 1-27 (2013)
[18] Cordeiro, G. M.; Ortega, E. M.; Popovic, B. V.; Pescim, R. R., The Lomax generator of distributions: Properties, minification process and regression model, Applied Mathematics and Computation, 247, 465-86 (2014) · Zbl 1338.60031 · doi:10.1016/j.amc.2014.09.004
[19] Cox, D. R., and D. V. Hinkley. 1974. Theoretical Statistics. London, UK: Chapman and Hall. · Zbl 0334.62003 · doi:10.1007/978-1-4899-2887-0
[20] Doornik, J. A. 2007. An object-oriented matrix language Ox 5. London: Timberlake Consultants Press.
[21] Eugene, N.; Lee, C.; Famoye, F., Beta-normal distribution and its applications, Communications in Statistics, Theory and Methods, 31, 497-512 (2002) · Zbl 1009.62516 · doi:10.1081/STA-120003130
[22] Gradshteyn, I. S., and I. M. Ryzhik. 2000. Table of integrals, series, and products. San Diego, CA: Academic Press. · Zbl 0981.65001
[23] Gompertz, B., On the nature of the function expressive of the law of human mortality, and on a new mode of determining the value of life contingencies, Philosophical Transactions of the Royal Society of London, 115, 513-83 (1825) · doi:10.1098/rstl.1825.0026
[24] Gupta, R. C.; Gupta, R. D., Proportional reversed hazard rate model and its applications, Journal of Statistical Planning and Inference, 137, 3525-3536 (2007) · Zbl 1119.62098 · doi:10.1016/j.jspi.2007.03.029
[25] Gupta, R. D.; Gupta, R. C., Analyzing skewed data by power normal model, Test, 17, 197-210 (2008) · Zbl 1148.62008 · doi:10.1007/s11749-006-0030-x
[26] Gupta, R. D.; Kundu, D., Exponentiated exponential family: An alternative to gamma and Weibull, Biometrical Journal, 43, 117-30 (2001) · Zbl 0997.62076 · doi:10.1002/1521-4036(200102)43:1<117::AID-BIMJ117>3.0.CO;2-R
[27] Jones, M. C., Families of distributions arising from distributions of order statistics, Test, 13, 1-43 (2004) · Zbl 1110.62012 · doi:10.1007/BF02602999
[28] Kenney, J. F., and E. S. Keeping. 1962. Mathematics of statistics, 3rd ed, part 1 101-102. Princeton, NJ: Chapman & Hall.
[29] Marshall, A. W.; 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) · Zbl 0888.62012 · doi:10.1093/biomet/84.3.641
[30] Marshall, A. W., and I. Olkin. 2007. Life distributions. Structure of nonparametric, semiparametric and parametric families. New York: Springer. · Zbl 1304.62019
[31] Mudholkar, G. S.; Srivastava, D. K., Exponentiated Weibull family for analyzing bathtub failure rate data, IEEE Transactions on Reliability, 42, 299-302 (1993) · Zbl 0800.62609 · doi:10.1109/24.229504
[32] Mudholkar, G. S.; Srivastava, D. K.; Kollia, G. D., A generalization of the Weibull distribution with application to the analysis of survival data, Journal of the American Statistical Association, 91, 1575-83 (1996) · Zbl 0881.62017 · doi:10.1080/01621459.1996.10476725
[33] Nadarajah, S.; Kotz, S., The exponentiated type distributions, Acta Applicandae Mathematicae, 92, 97-111 (2006) · Zbl 1128.62015 · doi:10.1007/s10440-006-9055-0
[34] Prudnikov, A. P., Y. A. Brychkov, and O. I. Marichev. 1986. Integrals and series. Amsterdam, The Netherlands: Gordon and Breach. · Zbl 0606.33001
[35] Rényi, A. 1961. On measures of information and entropy. Proceedings of the 4th Berkeley Symposium on Mathematics, Statistics and Probability 547-61. · Zbl 0106.33001
[36] Ristíc, M. M.; Balakrishnan, N., The gamma-exponentiated exponential distribution, Journal Statistical Computation and Simulation, 82, 1191-206 (2011) · Zbl 1297.62033 · doi:10.1080/00949655.2011.574633
[37] Ristic, M. M.; Balakrishnan, N., The gamma-exponentiated exponential distribution, Journal Statistical Computation and Simulation, 82, 1191-1206 (2012) · Zbl 1297.62033 · doi:10.1080/00949655.2011.574633
[38] Shannon, C. E., A mathematical theory of communication, Bell System Technical Journal, 27, 379-432 (1948) · Zbl 1154.94303 · doi:10.1002/j.1538-7305.1948.tb01338.x
[39] Tahir, M. H.; Cordeiro, G. M.; Alizadeh, Μ.; Mansoor, Μ.; Zubair, Μ.; Hamedani, G. G., The odd generalized exponential family of distributions with applications, Journal of Statistical Distributions and Applications, 2, 1-28 (2015) · Zbl 1358.60033 · doi:10.1186/s40488-014-0024-2
[40] Torabi, H.; Hedesh, Ν. Μ., The gamma-uniform distribution and its applications, Kybernetika, 48, 16-30 (2012) · Zbl 1243.93123
[41] Torabi, H.; Montazeri, Ν. Η., The logistic-uniform distribution and its applications, Communications in Statistics—Simulation and Computation, 43, 2551-569 (2014) · Zbl 1462.62110 · doi:10.1080/03610918.2012.737491
[42] Zografos, K.; Balakrishnan, N., On families of beta- and generalized gamma-generated distributions and associated inference, Statistical Methodology, 6, 344-62 (2009) · Zbl 1463.62023 · doi:10.1016/j.stamet.2008.12.003
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