DOI QR코드

DOI QR Code

Noninformative priors for the ratio of the scale parameters in the half logistic distributions

  • Kang, Sang-Gil (Department of Computer and Data Information, Sangji University) ;
  • Kim, Dal-Ho (Department of Statistics, Kyungpook National University) ;
  • Lee, Woo-Dong (Department of Asset Management, Daegu Haany University)
  • Received : 2012.06.26
  • Accepted : 2012.07.19
  • Published : 2012.07.31

Abstract

In this paper, we develop the noninformative priors for the ratio of the scale parameters in the half logistic distributions. We develop the first and second order matching priors. It turns out that the second order matching prior matches the alternative coverage probabilities, and is a highest posterior density matching prior. Also we reveal that the one-at-a-time reference prior and Jeffreys' prior are the second order matching prior. We show that the proposed reference prior matches the target coverage probabilities in a frequentist sense through simulation study, and an example based on real data is given.

Keywords

References

  1. Adatia, A. (1997). Approximate BLUEs of the parameters of the half logistic distribution based on fairly large doubly censored samples. Computational Statistics and Data Analysis, 24, 179-191. https://doi.org/10.1016/S0167-9473(96)00058-8
  2. Balakrishnan, N. (1985). Order statistics from the half logistic distribution. Journal of Statistical Computation and Simulation, 20, 287-309. https://doi.org/10.1080/00949658508810784
  3. Balakrishnan, N. and Puthenpura, S. (1986). Best linear unbiased estimators of location and scale parameters of the half logistic distribution. Journal of Statistical Computation and Simulation, 25, 193-204. https://doi.org/10.1080/00949658608810932
  4. Balakrishnan, N. and Wong, K. H. T. (1991). Approximate MLEs for the location and scale parameters of the half logistic distribution with type-II right censoring. IEEE Transactions on Reliability, 40, 140-145. https://doi.org/10.1109/24.87114
  5. Berger, J. O. and Bernardo, J. M. (1989). Estimating a product of means : Bayesian analysis with reference priors. Journal of the American Statistical Association, 84, 200-207. https://doi.org/10.1080/01621459.1989.10478756
  6. Berger, J. O. and Bernardo, J. M. (1992). On the development of reference priors (with discussion). In Bayesian Statistics IV, edited by J. M. Bernardo, et al., Oxford University Press, Oxford, 35-60.
  7. Bernardo, J. M. (1979). Reference posterior distributions for Bayesian inference (with discussion). Journal of Royal Statistical Society B, 41, 113-147.
  8. Cox, D. R. and Reid, N. (1987). Orthogonal parameters and approximate conditional inference (with dis- cussion). Journal of Royal Statistical Society B, 49, 1-39.
  9. Datta, G. S. and Ghosh, J. K. (1995a). On priors providing frequentist validity for Bayesian inference. Biometrika, 82, 37-45. https://doi.org/10.1093/biomet/82.1.37
  10. Datta, G. S. and Ghosh, M. (1995b). Some remarks on noninformative priors. Journal of the American Statistical Association, 90, 1357-1363. https://doi.org/10.1080/01621459.1995.10476640
  11. Datta, G. S. and Ghosh, M. (1996). On the invariance of noninformative priors. The Annal of Statistics, 24, 141-159. https://doi.org/10.1214/aos/1033066203
  12. Datta, G. S., Ghosh, M. and Mukerjee, R. (2000). Some new results on probability matching priors. Calcutta Statistical Association Bulletin, 50, 179-192. https://doi.org/10.1177/0008068320000306
  13. DiCiccio, T. J. and Stern, S. E. (1994). Frequentist and Bayesian Bartlett correction of test statistics based on adjusted pro le likelihood. Journal of Royal Statistical Society B, 56, 397-408.
  14. Ghosh, J. K. and Mukerjee, R. (1992). Noninformative priors (with discussion). In Bayesian Statistics IV, edited by J. M. Bernardo, et al., Oxford University Press, Oxford, 195-210.
  15. Ghosh, J. K. and Mukerjee, R. (1995). Frequentist validity of highest posterior density regions in the presence of nuisance parameters. Statistics & Decisions, 13, 131-139.
  16. Kang, S. B. and Park, Y. K. (2005). Estimation for the half-logistic distribution based on multiply type-II censored samples. Journal of the Korean Data & Information Science Society, 16, 145-156.
  17. Kang, S. G. (2011). Noninformative priors for the common mean in log-normal distributions. Journal of the Korean Data & Information Science Society, 22, 1241-1250.
  18. Kim, C. and Han, K. (2010). Estimation of the scale parameter of the half-logistic distribution under progressively type-II censored sample. Statistical Papers, 51, 375-387. https://doi.org/10.1007/s00362-009-0197-9
  19. Kim, D. H., Kang, S. G. and Lee, W. D. (2009). Noninformative priors for Pareto distribution. Journal of the Korean Data & Information Science Society, 20, 1213-1223
  20. Mukerjee, R. and Dey, D.K. (1993). Frequentist validity of posterior quantiles in the presence of a nuisance parameter : Higher order asymptotics. Biometrika, 80, 499-505. https://doi.org/10.1093/biomet/80.3.499
  21. Mukerjee, R. and Ghosh, M. (1997). Second order probability matching priors. Biometrika, 84, 970-975. https://doi.org/10.1093/biomet/84.4.970
  22. Mukerjee, R. and Reid, N. (1999). On a property of probability matching priors: matching the alternative coverage probabilities. Biometrika, 86, 333-340. https://doi.org/10.1093/biomet/86.2.333
  23. Stein, C. (1985). On the coverage probability of confidence sets based on a prior distribution. Sequential Methods in Statistics, Banach Center Publications, 16, 485-514.
  24. Tibshirani, R. (1989). Noninformative priors for one parameter of many. Biometrika, 76, 604-608. https://doi.org/10.1093/biomet/76.3.604
  25. Welch, B. L. and Peers, H. W. (1963). On formulae for con dence points based on integrals of weighted likelihood. Journal of Royal Statistical Society B, 25, 318-329.

Cited by

  1. Noninformative priors for the log-logistic distribution vol.25, pp.1, 2014, https://doi.org/10.7465/jkdi.2014.25.1.227
  2. Default Bayesian hypothesis testing for the scale parameters in the half logistic distributions vol.25, pp.2, 2014, https://doi.org/10.7465/jkdi.2014.25.2.465
  3. Noninformative Priors for the Ratio of the Scale Parameters in the Inverted Exponential Distributions vol.20, pp.5, 2013, https://doi.org/10.5351/CSAM.2013.20.5.387
  4. Noninformative priors for the scale parameter in the generalized Pareto distribution vol.24, pp.6, 2013, https://doi.org/10.7465/jkdi.2013.24.6.1521
  5. Noninformative priors for the ratio of parameters of two Maxwell distributions vol.24, pp.3, 2013, https://doi.org/10.7465/jkdi.2013.24.3.643