This article develops a
beta-exponentiated Ishita distribution that extends the exponentiated Ishita
distribution. Expansions for the cumulative distribution and probability
density functions are given. Various properties of the new distribution such as
hazard function, moments, cumulants, skewness, kurtosis, mean deviations,
Bonferroni and Lorenz curves, Rényi and Tsallis entropies, and stress-strength
reliability are discussed. Moment generating function and characteristic
function of the new model were derived. Distribution and the moment of order
statistic have been derived. The method of maximum likelihood was used for
estimation of parameters. The new model is quite flexible in analysing
positively skewed data. Two real datasets are used to demonstrate the
flexibility of the new distribution.
References
[1]
Shanker, R. and Shukla, K.K. (2017) Ishita Distribution and Its Applications. Biometrics & Biostatistics International Journal, 5, 1-9.
https://doi.org/10.15406/bbij.2017.05.00126
[2]
Al-Nasser, A.D., Al-Omari, A.I., Bani-Mustafa, A. and Jaber, K. (2018) Developing Single-Acceptance Sampling Plans Based on a Truncated Lifetime Test for an Ishita Distribution. Statistics in Transition New Series, 19, 393-406.
https://doi.org/10.21307/stattrans-2018-022
[3]
Shukla, K.K. and Shanker, R. (2018) Power Ishita Distribution and Its Application to Model Lifetime Data. Statistics in Transition New Series, 19, 135-148.
https://doi.org/10.21307/stattrans-2018-008
[4]
Al-Omari, A.I., Al-Nasser, A.D. and Ciavolino, E.A. (2019) A Sized-Biased Ishita Distribution and Application to Real Data. Quality & Quantity, 53, 493-512.
https://doi.org/10.1007/s11135-018-0765-y
[5]
Hassan, A., Dar, S.A. and Ahmad, P.B. (2019) Poisson Ishita Distribution: A New Compounding Probability Model. Int. Organ. Sci. Res. J. Eng., 9, 38-46.
[6]
Gharaibeh, M.M. and Al-Omari, A.I. (2019) Transmuted Ishita Distribution and Its Applications. Journal of Statistics Applications & Probability, 8, 67-81.
https://doi.org/10.18576/jsap/080201
[7]
Rather, A.A. and Subramanian, C. (2019) Exponentiated Ishita Distribution: Properties and Applications. International Journal of Management, Technology and Engineering, 9, 2473-2484.
[8]
Eugene, N., Lee, C. and Famoye, F. (2002) Beta-Normal Distribution and Its Applications. Communications in Statistics: Theory and Methods, 31, 497-512.
https://doi.org/10.1081/STA-120003130
[9]
Nadarajah, S. and Kotz, S. (2004) The Beta Gumbel Distribution. Mathematical Problems in Engineering, 4, 323-332. https://doi.org/10.1155/S1024123X04403068
[10]
Nadarajah, S. and Gupta, A.K. (2004) The Beta-Frechet Distribution. Far East Journal of Theoretical Statistics, 14, 15-24.
[11]
Famoye, F., Lee, C. and Olumolade, O. (2005) The Beta-Weibull Distribution. Journal of Statistical Theory and Applications, 4, 121-136.
[12]
Nadarajah, S. and Kotz, S. (2006) The Beta Exponential Distribution. Reliability Engineering and System Safety, 91, 689-697. https://doi.org/10.1016/j.ress.2005.05.008
[13]
Gupta, A.K. and Nadarajah, S. (2006) Beta Bessel Distribution. International Journal of Mathematics and Mathematical Sciences, 2006, Article ID: 16156.
https://doi.org/10.1155/IJMMS/2006/16156
[14]
Siddiqui, S.A., Dwivedi, S., Dwivedi, P. and Alam, M. (2016) Beta Exponentiated Mukherjii Islam Distribution, Mathematical Study of Different Properties. Global Journal of Pure and Applied Mathematics, 12, 951-964.
[15]
Kong, L., Lee, C. and Sepanski, J.H. (2007) On the Properties of Beta-Gamma Distribution. Journal of Modern Applied Statistical Methods, 6, 187-211.
https://doi.org/10.22237/jmasm/1177993020
[16]
Akinsete, A., Famoye, F. and Lee, C. (2008) The Beta-Pareto Distribution. Statistics, 42, 547-563. https://doi.org/10.1080/02331880801983876
[17]
Akinsete, A. and Lowe, C. (2009) Beta-Rayleigh Distribution in Reliability Measure, Section on Physical and Engineering Sciences. Proceedings of the American Statistical Association, Vol. 1, 3103-3107.
Souza, W.B., Santos, A.H. and Cordeiro, G.M. (2010) The Beta Generalized Exponential Distribution. Journal of Statistical Computation and Simulation, 80, 159-172.
https://doi.org/10.1080/00949650802552402
[20]
Cordeiro, G.M. and Lemonte, A.J. (2011a) The Beta Laplace Distribution. Statistics & Probability Letters, 81, 973-982. https://doi.org/10.1016/j.spl.2011.01.017
[21]
Cordeiro, G.M. and Lemonte, A.J. (2011b) The Beta-Birnbaum-Saunders Distribution: An Improved Distribution for Fatigue Life Modelling. Computational Statistics & Data Analysis, 55, 1445-1461. https://doi.org/10.1016/j.csda.2010.10.007
[22]
Castellares, F., Montenegro, L.C. and Cordeiro, G.M. (2011) The Beta Lognormal Distribution. Journal of Statistical Computation and Simulation, 83, 203-228.
https://doi.org/10.1080/00949655.2011.599809
[23]
Alshawarbeh, E., Lee, C. and Famoye, F. (2012) The Beta-Cauchy Distribution. Journal of Probability and Statistical Science, 10, 41-57.
[24]
Shittu, O.I. and Adepoju, K.A. (2012) On the Beta-Nakagami Distribution. Progress in Applied Mathematics, 5, 49-58.
[25]
Cordeiro, G.M., Nobre, J.S., Pescim, R.R. and Ortega, E.M.M. (2012) The Beta Moyal: A Useful-Skew Distribution. International Journal of Research and Reviews in Applied Sciences, 10, 171-192.
[26]
Condino, F. and Domma, F. (2013) The Beta-Dagum Distribution. Communications in Statistics—Theory and Methods, 42, 4070-4090.
https://doi.org/10.1080/03610926.2011.647219
[27]
Cordeiro, G.M., Gomes, A.E., Da-Silva, C.Q. and Ortega, E.M.M. (2013) The Beta Exponentiated Weibull Distribution. Statistical Papers, 83, 114-138.
https://doi.org/10.1080/00949655.2011.615838
[28]
Gomes, A.E., Da-Silva, C.Q., Cordeiro, G.M. and Ortega, E.M.M. (2013) The Beta Burr III Model for Lifetime Data. Brazilian Journal of Probability and Statistics, 27, 502-543. https://doi.org/10.1214/11-BJPS179
[29]
Jafari, A.A., Tahmasebi, S. and Alizadeh, M. (2014) The Beta-Gompertz Distribution. Revista Colombiana de Estadstica, 37, 141-158.
https://doi.org/10.15446/rce.v37n1.44363
[30]
Lemonte, A.J. (2014) The Beta Log-Logistic Distribution. Brazilian Journal of Probability and Statistics, 28, 313-332. https://doi.org/10.1214/12-BJPS209
[31]
Rodrigues, J.A., Silva, A.P.C.M. and Hamedani, G.G. (2015) The Beta Exponentiated Lindley Distribution. Journal of Statistical Theory and Applications, 14, 60-75.
https://doi.org/10.2991/jsta.2015.14.1.6
[32]
Ownuk, J. (2015) The Beta Exponentiated Gumbel Distribution. Journal of the Iranian Statistical Society, 14, 1-14.
[33]
MirMostafaee, S.M.T.K., Mahdizadeh, M. and Nadarajah, S. (2015) The Beta Lindley Distribution. Journal of Data Science, 13, 603-626.
https://doi.org/10.6339/JDS.201507_13(3).0010
[34]
Fischer, M.J. and Vaughan, D. (2016) The Beta-Hyperbolic Secant Distribution. Austrian Journal of Statistics, 39, 245-258. https://doi.org/10.17713/ajs.v39i3.247
[35]
Merovci, F., Khalee, M.A., Ibrahim, N.A. and Shitan, M. (2016) The Beta Burr Type X Distribution: Properties with Application. Springer Plus, 5, 1-18.
https://doi.org/10.1186/s40064-016-2271-9
[36]
Mead, M.E., Afify, A.Z., Hamedani, G.G. and Ghosh, I. (2017) The Beta Exponential Frechet Distribution with Applications. Austrian Journal of Statistics, 46, 41-63.
https://doi.org/10.17713/ajs.v46i1.144
[37]
Dias, C.R., Alizadeh, M. and Cordeiro, G.M. (2018) The Beta Nadarajah-Haghighi Distribution. Hacettepe Journal of Mathematics and Statistics, 47, 1302-1320.
[38]
Shahzad, M.N., Ullah, E. and Hussanan, A. (2019) Beta Exponentiated Modified Weibull Distribution: Properties and Application. Symmetry, 11, 781.
https://doi.org/10.3390/sym11060781
[39]
Bonferroni, C.E. (1930) Elementi di Statistica Generale. Seeber, Firenze.
[40]
Renyi, A. (1961) On Measures of Entropy and Information. Proceedings of the 4th Berkeley Symposium on Mathematical Statistics and Probability, Vol. 1, 547-561.
[41]
Lorenz, M.O. (1905) Methods of Measuring the Concentration of Wealth. Publications—American Statistical Association, 9, 209-219.
https://doi.org/10.2307/2276207
[42]
Tsallis, C. (1988) Possible Generalization of Boltzmann-Gibbs Statistics. Journal of Statistical Physics, 52, 479-487. https://doi.org/10.1007/BF01016429
[43]
Lehmann, L.E. and Casella, G. (1998) Theory of Point Estimation. 2nd Edition, Springer, New York.
[44]
Weisberg, S. (2005) Applied Linear Regression. 3rd Edition, Wiley and Sons, Inc., New York. https://doi.org/10.1002/0471704091
[45]
Xu, K., Xie, M., Tang, L.C. and Ho, S.L. (2003) Application of Neural Networks in Forecasting Engine Systems Reliability. Applied Soft Computing, 2, 255-268.
https://doi.org/10.1016/S1568-4946(02)00059-5