期刊名称:Sankhya. Series A, mathematical statistics and probability
印刷版ISSN:0976-836X
电子版ISSN:0976-8378
出版年度:2010
卷号:72
期号:01
页码:136--169
出版社:Indian Statistical Institute
摘要:We give a large family of simple examples where a sharp analysis of the Gibbs
sampler can be proved by coupling. These examples involve standard statis-
tical models { exponential families with conjugate priors or location families
with natural priors. Our main approach uses a single eigenfunction (always
explicitly available in the examples in question) and stochastic monotonic-
ity. We give a satisfactory treatment of several examples that have defeated
previous attempts at analysis.