Bayes Estimators for the Parameter of the Inverted Exponential Distribution Under different Double informative priors

Authors

  • جنان عباس ناصر

DOI:

https://doi.org/10.33095/jeas.v24i103.134

Keywords:

Inverted exponential distribution, Bayes method, Prior distributions (Chi-squared distribution, Gamma distribution, Erlang distribution), mean squared errors (MSE).

Abstract

In this paper, we present a comparison of double informative priors which are assumed for the parameter of inverted exponential distribution.To estimate the parameter of inverted exponential distribution by using Bayes estimation ,will be  used two different kind of information in the Bayes estimation; two different priors have been selected for the parameter of inverted exponential distribution. Also assumed Chi-squared - Gamma distribution, Chi-squared - Erlang distribution, and- Gamma- Erlang distribution as double priors. The results are the derivations of these estimators under the squared error loss function with three different double priors.

Additionally Maximum likelihood estimation method (MLE) was used  to estimate the parameter of inverted exponential distribution .We used simulation technique, to compare the performance for each estimator, several cases from inverted exponential distribution for data generating, for different samples sizes (small, medium, and large).Simulation results shown that the best method is the bayes  estimation according to the smallest values of mean square errors( MSE) for all samples sizes (n) comparative to the estimated values by using MLE . According to obtained results, we see that when the double prior distribution for  is Gamma- Erlang distribution for some values for the parameters a, b & given the best results according to the smallest values of mean square errors (MSE) comparative to the same values which obtained by using Maximum likelihood estimation (MLE) for the assuming true values for and for all samples sizes.

 

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Published

2018-04-01

Issue

Section

Statistical Researches

How to Cite

“Bayes Estimators for the Parameter of the Inverted Exponential Distribution Under different Double informative priors” (2018) Journal of Economics and Administrative Sciences, 24(103), p. 18. doi:10.33095/jeas.v24i103.134.

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