TY - JOUR
T1 - Objective Bayesian inference for the ratio of the scale parameters of two Weibull distributions
AU - Lee, Woo Dong
AU - Kang, Sang Gil
AU - Kim, Yongku
N1 - Publisher Copyright:
© 2017 Taylor & Francis Group, LLC.
PY - 2017/5/19
Y1 - 2017/5/19
N2 - The Weibull distribution is widely used due to its versatility and relative simplicity. In our paper, the non informative priors for the ratio of the scale parameters of two Weibull models are provided. The asymptotic matching of coverage probabilities of Bayesian credible intervals is considered, with the corresponding frequentist coverage probabilities. We developed the various priors for the ratio of two scale parameters using the following matching criteria: quantile matching, matching of distribution function, highest posterior density matching, and inversion of test statistics. One particular prior, which meets all the matching criteria, is found. Next, we derive the reference priors for groups of ordering. We see that all the reference priors satisfy a first-order matching criterion and that the one-at-a-time reference prior is a second-order matching prior. A simulation study is performed and an example given.
AB - The Weibull distribution is widely used due to its versatility and relative simplicity. In our paper, the non informative priors for the ratio of the scale parameters of two Weibull models are provided. The asymptotic matching of coverage probabilities of Bayesian credible intervals is considered, with the corresponding frequentist coverage probabilities. We developed the various priors for the ratio of two scale parameters using the following matching criteria: quantile matching, matching of distribution function, highest posterior density matching, and inversion of test statistics. One particular prior, which meets all the matching criteria, is found. Next, we derive the reference priors for groups of ordering. We see that all the reference priors satisfy a first-order matching criterion and that the one-at-a-time reference prior is a second-order matching prior. A simulation study is performed and an example given.
KW - Matching prior
KW - ratio of scale parameters
KW - reference prior
KW - Weibull distribution
UR - http://www.scopus.com/inward/record.url?scp=85011388664&partnerID=8YFLogxK
U2 - 10.1080/03610926.2015.1091477
DO - 10.1080/03610926.2015.1091477
M3 - Article
AN - SCOPUS:85011388664
SN - 0361-0926
VL - 46
SP - 4943
EP - 4956
JO - Communications in Statistics - Theory and Methods
JF - Communications in Statistics - Theory and Methods
IS - 10
ER -