Generalized fiducial inference for generalized exponential distribution |
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Authors: | Liang Yan |
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Affiliation: | School of Mathematics and Statistics, Hebei University of Economics and Business, Shijiazhuang, People's Republic of China |
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Abstract: | This article mainly considers interval estimation of the scale and shape parameters of the generalized exponential (GE) distribution. We adopt the generalized fiducial method to construct a kind of new confidence intervals for the parameters of interest and compare them with the frequentist and Bayesian methods. In addition, we give the comparison of the point estimation based on the frequentist, generalized fiducial and Bayesian methods. Simulation results show that a new procedure based on generalized fiducial inference is more applicable than the non-fiducial methods for the point and interval estimation of the GE distribution. Finally, two lifetime data sets are used to illustrate the application of our new procedure. |
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Keywords: | Generalized exponential distribution generalized fiducial inference interval estimation point estimation reliability analysis |
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