Abstract
Metropolis algorithms along with Gibbs steps are proposed to perform a Bayesian analysis for the Block and Basu (ACBVE) bivariate exponential distribution. We also consider the use of Gibbs sampling to develop Bayesian inference for accelerated life tests assuming a power rule model and the ACBVE distribution. The methodology developed in this paper is exemplified with two examples.
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References
Achcar, J. A. (1995). Inferences for accelerated life tests considering a bivariate exponential distribution, Statistics, 26, 269–283.
Achcar, J. A. and Santander, L. A. M. (1993). Use of approximate Bayesian methods for the Block and Basu bivariate exponential distribution, Journal of the Italian Statistical Society, 3, 233–250.
Basu, A. P. and Ebrahimi, N. (1987). On a bivariate accelerated life test, J. Statist. Plann. Inference, 16, 297–304.
Block, H. and Basu, A. P. (1974). A continuous bivariate exponential extension, J. Amer. Statist. Assoc., 69, 1031–1037.
Chib, S. and Greenberg, E. (1995). Understanding the Metropolis-Hastings algorithm, Amer. Statist., 49(4), 327–335.
Downton, F. (1972). Bivariate exponential distributions in reliability theory, J. Roy. Statist. Soc. Ser. B, 34, 408–417.
Ebrahimi, N. B. (1987). Analysis of bivariate accelerated life test data from bivariate exponential of Marshall and Olkin, Amer. J. Math. Management Sci., 16, 175–190.
Freund, J. E. (1961). A bivariate extension of the exponential distribution, J. Amer. Statist. Assoc., 56, 971–977.
Gelfand, A. E. and Smith, A. F. M. (1990). Sampling-based approaches to calculating marginal densities, J. Amer. Statist. Assoc., 85, 398–409.
Gelman, A. E. and Rubin, D. (1992). Inference from iterative simulation using multiple sequences, Statist. Sci., 7, 457–472.
Gumbel, E. J. (1960). Bivariate exponential distributions, J. Amer. Statist. Assoc., 55, 698–707.
Hawkes, A. G. (1972). A bivariate exponential distribution with applications to reliability, J. Roy. Statist. Soc. Ser. B, 34, 129–131.
Mann, N. R., Schafer, R. E. and Singpurwalla, N. D. (1974). Methods for Statistical Analysis of Reliability and Life Data, Wiley, New York.
Marshall, A. W. and Olkin, I. (1967). A multivariate exponential distribution, J. Amer. Statist. Assoc., 62, 30–44.
Sarkar, S. K. (1987). A continuous bivariate exponential distribution, J. Amer. Statist. Assoc., 82, 667–675.
Tierney, L. and Kadane, J. B. (1986). Accurate approximation for posterior moments and marginal densities, J. Amer. Statist. Assoc., 81, 82–86.
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Achcar, J.A., Leandro, R.A. Use of Markov Chain Monte Carlo Methods in a Bayesian Analysis of the Block and Basu Bivariate Exponential Distribution. Annals of the Institute of Statistical Mathematics 50, 403–416 (1998). https://doi.org/10.1023/A:1003582409664
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DOI: https://doi.org/10.1023/A:1003582409664