Empirical Bayes Likelihood for Exponential Distribution Family under Ranked Set Sampling and Dependent Data

In this paper, we get the empirical Bayes likelihood test rules for Exponential distribution based on ranked set sampling. Its asymptotic optimality is obtained. Due to the advantages of combining empirical Bayesian methods with prior information of samples, the accuracy of statistical inference can be improved. Therefore, the fusion of empirical Bayesian likelihood methods can further enhance the estimation methods of statistical models.

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Publication Details

Journal
Academic Journal of Science and Technology
Published
2024-11-06
DOI
https://doi.org/10.54097/4vj4sr10
Primary Topic
Statistical Distribution Estimation and Applications
Type
article
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article

Empirical Bayes Likelihood for Exponential Distribution Family under Ranked Set Sampling and Dependent Data

Juan Huang, Naiyi Li, Yongming Li
Academic Journal of Science and Technology
Statistical Distribution Estimation and Applications
article

Empirical Bayes Likelihood for Exponential Distribution Family under Ranked Set Sampling and Dependent Data

Juan Huang, Naiyi Li, Yongming Li
article en

Abstract

In this paper, we get the empirical Bayes likelihood test rules for Exponential distribution based on ranked set sampling. Its asymptotic optimality is obtained. Due to the advantages of combining empirical Bayesian methods with prior information of samples, the accuracy of statistical inference can be improved. Therefore, the fusion of empirical Bayesian likelihood methods can further enhance the estimation methods of statistical models.

Academic Journal of Science and TechnologyVol. 13(1)
Openalex Percentile: Top 80%
Statistical Distribution Estimation and Applications
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Empirical Bayes Likelihood for Exponential Distribution Family under Ranked Set Sampling and Dependent Data — Juan Huang, Naiyi Li, et al. · Academic Journal of Science and Technology (2024) | TGRS Research Map | TGRS