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Comparison of the percentile estimation method and mixture (maximum likelihood and least square) method for estimating parameters of Johnson bounded distribution | ||
International Journal of Nonlinear Analysis and Applications | ||
مقاله 216، دوره 13، شماره 1، خرداد 2022، صفحه 2655-2663 اصل مقاله (397.84 K) | ||
نوع مقاله: Research Paper | ||
شناسه دیجیتال (DOI): 10.22075/ijnaa.2022.5987 | ||
نویسندگان | ||
Sanaa Mohammed Naeem* ؛ A. N. Hussein | ||
College of Management and Economics, University of Basrah, Iraq | ||
تاریخ دریافت: 18 شهریور 1400، تاریخ بازنگری: 04 آبان 1400، تاریخ پذیرش: 18 آذر 1400 | ||
چکیده | ||
The Johnson Bonded Distribution (JSBD) is one of the distributions belonging to the Johnson Distribution family (JD) This family is considered one of the flexible distributions that enable it to represent the random behaviour of many phenomena. The method of percentile estimation and the Mixture method (Maximum Likelihood & Least Square) were used to find estimates of the distribution parameters. The simulation results showed the advantage of the Mixture method at large sample sizes, the accuracy of the two methods is close at average sample sizes. | ||
کلیدواژهها | ||
Johnson distribution؛ Johnson bounded distribution؛ percentile method؛ Mixture method | ||
مراجع | ||
[1] M.R. Flynn, Fitting human exposure data with the Johnson SB distribution, J. Exposure Sci. Environ. Epidemio. (16) 2006 56–62. [2] F. George, Johnson’s System of Distributions and Microarray Data Analysis, Theses, University of South Florida, 2007. [3] D.T. Mage, An explicit solution for SB, parameters using four percentile points, Technomet. 22(2) (1980) 247–251. [4] P. Palimitesta and C. Provasi, Estimating distribution functions in Johnson translation system by the starship procedure with simulated annealing, Int. J. Stat. 0 (1-2) (2000) 97–110. [5] A.T. Soyink, On the parameter estimation of Johnson’s system of distribution, Benin J. Stat. 3(28) (2020) 82–90. | ||
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