Comparison of some methods for estimating Poisson-Weibull distribution parameters
DOI:
https://doi.org/10.33095/jeas.v23i101.188Keywords:
توزيعات بواسون المركبة, توزيع بواسون– ويبل المركب, طريقة الامكان الاعظم, خوارزمية EM ,طريقة اقل مربع كاي, خوارزمية Downhill Simplex, طريقة النسب المئوية .Abstract
In this paper was discussed the process of compounding two distributions using new compounding procedure which is connect a number of life time distributions ( continuous distribution ) where is the number of these distributions represent random variable distributed according to one of the discrete random distributions . Based on this procedure have been compounding zero – truncated poisson distribution with weibell distribution to produce new life time distribution having three parameter , Advantage of that failure rate function having many cases ( increasing , dicreasing , unimodal , bathtube) , and study the resulting distribution properties such as : expectation , variance , comulative function , reliability function and failure rate function . In addition to estimating the parameters of the resulting distribution by using three methods of estimation are maximum likelihood method ,minmum chi square method using Downhill simplex algorithm , percentile method. The comparison between them was depending on the statistical measure mean square error ( MSE ) by implementing simulation experiment using different samples size ( small , large , medium ) , which through their results was reached that minmum chi square method using Downhill simplex algorithm is the best to estimating the parameter and probability function for compound distribution .
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