TY - JOUR
T1 - Robust Bayesian analysis for exponential parameters under generalized Type-II progressive hybrid censoring
AU - Seo, Jung In
AU - Kim, Yongku
N1 - Publisher Copyright:
© 2018 Taylor & Francis Group, LLC.
PY - 2018/5/3
Y1 - 2018/5/3
N2 - The Type-II progressive hybrid censoring scheme has received wide attention, but it has a disadvantage in that long time may be required to complete the life test. The generalized progressive Type-II hybrid censoring scheme has recently been proposed to solve this problem. Under the censoring scheme, the time on test does not exceed a predetermined time. In this paper, we propose a robust Bayesian approach based on a hierarchical structure when the generalized progressive Type-II hybrid censored sample has a two-parameter exponential distribution. For unknown parameters, marginal posterior distributions are provided in closed forms, and their statistical properties are discussed. To examine the robustness of the proposed method, Monte Carlo simulations are conducted and a real data set is analyzed. Further, the quality and adequacy of the proposed model are evaluated in an analysis based on the real data.
AB - The Type-II progressive hybrid censoring scheme has received wide attention, but it has a disadvantage in that long time may be required to complete the life test. The generalized progressive Type-II hybrid censoring scheme has recently been proposed to solve this problem. Under the censoring scheme, the time on test does not exceed a predetermined time. In this paper, we propose a robust Bayesian approach based on a hierarchical structure when the generalized progressive Type-II hybrid censored sample has a two-parameter exponential distribution. For unknown parameters, marginal posterior distributions are provided in closed forms, and their statistical properties are discussed. To examine the robustness of the proposed method, Monte Carlo simulations are conducted and a real data set is analyzed. Further, the quality and adequacy of the proposed model are evaluated in an analysis based on the real data.
KW - Generalized Type-II progressive hybrid censoring
KW - robust Bayesian estimation
KW - two-parameter exponential distribution
UR - http://www.scopus.com/inward/record.url?scp=85031112080&partnerID=8YFLogxK
U2 - 10.1080/03610926.2017.1339086
DO - 10.1080/03610926.2017.1339086
M3 - Article
AN - SCOPUS:85031112080
SN - 0361-0926
VL - 47
SP - 2259
EP - 2277
JO - Communications in Statistics - Theory and Methods
JF - Communications in Statistics - Theory and Methods
IS - 9
ER -