Using simulation to find the best reliability of the Generalized Exponential Distribution

The generalized exponential distribution is one of the most widely used distributions in the field of geometric reliability. Also, it can be used as an alternative to the Gamma or Weibull distribution in many cases. The goal of this paper is to find the best reliability function for the shape parameter of the Generalized Exponential Distribution using different methods (classical and Bayes) by using two non–information prior (Jeffery and Modify Jeffery) with different loss functions (squared error and Precautionary). The Reliability is based on the Monte Carlo study to using the simulation of the Reliability study on the performance of these estimations by using the mean square error.

Authors

Institutions

Publication Details

Journal
Academic Science Journal
Published
2024-10-01
DOI
https://doi.org/10.24237/asj.02.04.903m
Primary Topic
Statistical Distribution Estimation and Applications
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Using simulation to find the best reliability of the Generalized Exponential Distribution

Huda Amer Abdul Ameer
Academic Science Journal
Statistical Distribution Estimation and Applications
article

Using simulation to find the best reliability of the Generalized Exponential Distribution

Huda Amer Abdul Ameer
article en

Abstract

The generalized exponential distribution is one of the most widely used distributions in the field of geometric reliability. Also, it can be used as an alternative to the Gamma or Weibull distribution in many cases. The goal of this paper is to find the best reliability function for the shape parameter of the Generalized Exponential Distribution using different methods (classical and Bayes) by using two non–information prior (Jeffery and Modify Jeffery) with different loss functions (squared error and Precautionary). The Reliability is based on the Monte Carlo study to using the simulation of the Reliability study on the performance of these estimations by using the mean square error.

Academic Science JournalVol. 2(4)
College of Medical Sciences (NP)
Openalex Percentile: Top 79%
Statistical Distribution Estimation and Applications
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.