The Alpha-Beta Skew Logistic Distribution: Properties and Applications
Abstract
A new family of skew distributions is introduced by extending the alpha skew logistic distribution proposed by Hazarika-Chakraborty [9]. This family of distributions is called the alpha-beta skew logistic (ABSLG) distribution.Density function, moments, skewness and kurtosis coefficients are derived. The parameters of the new family are estimated by maximum likelihood and moments methods. The performance of the obtained estimators examined via a Monte carlo simulation. Flexibility, usefulness and suitability of ABSLG is illustrated by analyzing two real data sets.References
M.Alizadeh, M.Emadi, M.Doostparast, A New Two-Parameter Life time Distribution:Properties,Applications and Different Method of Estimations, Statistics, Optimization and Information Computing, vol. 7(2), pp. 291–310, 2019.
A. Azzalini, Further results on a class of distributions which includes the normal ones , Statistics, vol. 46(2), pp. 199–208, 1986.
N. Balakrishnan, Handbook of the logistic distribution, Inc., New York, Basel, 1992.
S. Chakraborty, Hazarika, and M. M. Ali,A new skew logistic distribution and its properties, Pakistan Journal of Statistics, vol. 28(8), pp. 513–524, 2012.
S. Chakraborty, Hazarika, and M. M. Ali, A multimodal skew-laplace distribution: its properties and applications, Pakistan Journal of Statistics, vol. 30(2), pp. 253–264, 2014.
S. Chakraborty, Hazarika, and M. M. Ali, A multimodal skewed extension of normal distribution: its properties and applications, Statistics, vol. 49(4), pp. 859–877, 2015.
D. Elal-Olivero, H. W. Gómez, and F. A. Quintana, Bayesian modeling using a class of bimodal skew-elliptical distributions, Journal of Statistical Planning and Inference, vol. 139(4), pp. 1484–1492, 2009.
W. Gui, A generalization of the slashed distribution via alpha skew normal distribution, Statistical Methods and Applications, vol.23(4), pp. 547–563, 2014.
P. Hazarika, and S. Chakraborty, Alpha-skew-logistic distribution, IOSR Journal of Mathematics, vol. 10(4), pp. 36–46, 2014.
W. J. Huang, and Y.-H. Chen, Generalized skew-cauchy distribution, Statistics and probability letters, vol. 77(11), pp. 1137-1147,2007.
M. mozafari, M. Afshari, M. Alizadeh, and H. Karamikabir, The Zografos-Balakrishnan Odd Log-Logistic Generalized Half-Normal Distribution with Mathematical Properties and Simulations, Statistics, Optimization and Information Computing, vol. 7(1), pp. 211–234, 2019.
S. Shafiei, M. Doostparast, and A. Jamalizadeh, The alpha–beta skew normal distribution: properties and applications, Statistics,vol. 50(2), pp. 338–349, 2016.
A. Wahed, and M. M. Ali, The skew-logistic distribution , Journal of Statistical Research, vol. 35(2), pp. 71–80, 2001.
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