Abstract
In this study, we consider the Bayesian estimation of unknown parameters and reliability function of the generalized exponential distribution based on progressive type-I interval censoring. The Bayesian estimates of parameters and reliability function cannot be obtained as explicit forms by applying squared error loss and Linex loss functions, respectively; thus, we present the Lindley’s approximation to discuss these estimations. Then, the Bayesian estimates are compared with the maximum likelihood estimates by using the Monte Carlo simulations.
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References
Aggarwala, R. Prpgressively interval censoring: Some mathematical results application to inference. Communications in Statistics-Theory and Methods, 30: 1921–1935 (2001)
Ashour, S.K., Afify, W.M. Statistical analysis of exponentiated Weibull family under Type-I progressive interval censoring with random removals. Journal of Applied Sciences Research, 3(12): 1851–1863 (2007)
Chen, D.G., Lio, Y.L. Parameter estimations for generalized exponential distribution under progressive type-I interval censoring. Computational Statistics and Data Analysis, 54: 1581–1591 (2010)
Gupta, R.D., Kundu, D. Generalized exponential distributions. Australian and New Zealand Journal of Statistics, 41: 173–188 (1999)
Gupta, R.D., Kundu, D. Exponentiated exponential family: An alternative to Gamma and Weibull distributions. Biometrical Journal, 43: 117–130 (2001)
Gupta, R.D., Kundu, D. Generalized exponential distributions: Different method of estimations. Journal of Statistical Computation and Simulation, 69: 315–338 (2001)
Gupta, R.D., Kundu, D. Discriminating between Weibull and generalized exponential distributions. Computational Statistics and Data Analysis, 43: 179–196 (2003)
Gupta, R.D., Kundu, D. Discriminating between Gamma and generalized exponential distributions. Journal of Statistical Computation & Simulation, 74(2): 107–121 (2004)
Gupta, R.D., Kundu, D., Manglicka, A. Discriminating between Log-normal and generalized exponential distributions. Journal of Statistical Planning and Inference, 127: 213–227 (2005)
Kim, C., Song, S. Bayesian estimation of the parameters of the generalized exponential distribution from doubly censored samples. Stat Papers, 51: 583–597 (2008)
Kundu, D., Biswabrata, P. Bayesian inference and life testing plans for generalized exponential distribution. Science in China Series A: Mathematics, 52(6): 1373–1388 (2009)
Kundu, D., Gupta, R.D. Generalized exponential dietribution: statistical inference. Journal of Statistical Theory and Applications, 1: 101–118 (2002)
Kundu, D., Gupta, R.D. Generalized exponential dietribution: Existing results and some recent developments. Journal of statistical planning and inference, 137: 3537–3547 (2007)
Kundu, D., Gupta, R.D. Generalized exponential distribution: Bayesian estimations. Computational Statistics & Data Analysis, 52(4): 1873–1883 (2008)
Lin, Y.J., Lio, Y.L. Bayesian inference under progressive type-I interval censoring. Journal of Applied Statistics, 39: 1811–1824 (2012)
Lin, C.T., Wu, S., Balakrishnan, D. Planning life tests with progressively Type-I interval censored data from the lognormal distribution. Journal of Statistical Planning and Inference, 139: 54–61 (2009)
Lindley, D.V. Approxomate Bayesian methods. Trabajos Estadist, 21: 223–237 (1980)
Madi, M.T., Raqab, M.Z. Bayesian Inference for the generalized exponential distribution based on progressively censored data. Communications in Statistics-Theory and Methods, 38(12): 2016–2029 (2009)
Ng, H., Wang, Z. Statistical estimation for the parameters of Weibull distribution based on progressively type-I interval censored sample. Journal of Statistical Computation and Simulation, 79: 145–159 (2009)
Pradhan, B., Kundu, D. On progressively censored generalized exponential distribution. Test, 18: 497–515 (2009)
Raqab, M.Z., Ahsanullah, M. Estimation of the location and scale parameters of generalized exponential distribution based on order statistics. Journal of Statistical Computation and Simulation, 69: 109–124 (2001)
Raqab, M.Z., Madi, M.T. Bayesian inference for the generalized exponential distribution. Journal of Statistical Computation and Simulation, 75: 841–852 (2005)
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Supported by the National Natural Science Foundation of China (No. 11161031), Natural Science Foundation of Inner Mongolia (2010MS0116) and Higher school science and technology research project of Inner Mongolia (NJ10085).
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Peng, Xy., Yan, Zz. Bayesian estimation for generalized exponential distribution based on progressive type-I interval censoring. Acta Math. Appl. Sin. Engl. Ser. 29, 391–402 (2013). https://doi.org/10.1007/s10255-013-0222-6
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DOI: https://doi.org/10.1007/s10255-013-0222-6