Non-Bayesian and Bayesian estimation for Lomax distribution under randomly censored with application
Source abstract
Abstract
This paper centers on the examination of the Lomax distribution in the context of randomly censored data. Our primary objectives include deriving maximum likelihood estimators and constructing confidence intervals based on the Fisher information matrix for the unknown parameters in the context of randomly censored data. Furthermore, we develop Bayes estimators utilizing gamma priors, considering both squared error and general entropy loss functions. We also calculate Bayesian credible intervals for the parameters. To offer practical insights, we apply these methods to a real-world dataset subject to random censorship. Finally, for comparative purposes, we conduct a Monte Carlo simulation to assess the various estimation techniques introduced in this study.
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Research context
OpenAlex topics: Statistical Distribution Estimation and Applications · Hydrology and Drought Analysis · Bayesian Methods and Mixture Models
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
Affiliations
Marg Higher Institute of Engineering and Modern Technology 1 , Cairo 11721, Egypt
Department of Computing, University of Eastern Finland 2 , Kuopio FI-70211, Finland
Department of Statistics and Operations Research, College of Science, King Saud University 3 , P.O. Box 2455, Riyadh 11451, Saudi Arabia
Funding
King Saud University, Riyadh, Saudi Arabia
References (36)
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