Approximate Estimation Methods for Exponential Rayleigh Distribution

This paper introduces approximate estimators for the scale parameters, reliability, and hazard rate functions of the exponential Rayleigh distribution using Modified Maximum Likelihood and Bayesian method. The Modified Maximum Likelihood estimator requires iterative techniques such as the modified Newton–Raphson method due to the unavailability of closed-form expressions. Bayesian estimators are derived using both symmetric and asymmetric loss functions, and Lindley's approximation method is employed for integrals that lack closed-form solutions. Finally, the estimators obtained are compared through Monte Carlo simulation study.

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Publication Details

Journal
Iraqi Journal of Science
Published
2025-08-30
DOI
https://doi.org/10.24996/ijs.2025.66.8.21
Primary Topic
Probabilistic and Robust Engineering Design
Type
article
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article

Approximate Estimation Methods for Exponential Rayleigh Distribution

Shurooq A.K. Al-Sultany, Lamyaa Khalid Hussein
Iraqi Journal of Science
Probabilistic and Robust Engineering Design
article

Approximate Estimation Methods for Exponential Rayleigh Distribution

Shurooq A.K. Al-Sultany, Lamyaa Khalid Hussein
article en

Abstract

This paper introduces approximate estimators for the scale parameters, reliability, and hazard rate functions of the exponential Rayleigh distribution using Modified Maximum Likelihood and Bayesian method. The Modified Maximum Likelihood estimator requires iterative techniques such as the modified Newton–Raphson method due to the unavailability of closed-form expressions. Bayesian estimators are derived using both symmetric and asymmetric loss functions, and Lindley's approximation method is employed for integrals that lack closed-form solutions. Finally, the estimators obtained are compared through Monte Carlo simulation study.

Iraqi Journal of Science
Mustansiriyah University (IQ), Nahrain University (IQ)
Openalex Percentile: Top 77%
Probabilistic and Robust Engineering Design
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