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W. R. Gilks, N. G. Best, K. K. C. Tan, Adaptive Rejection Metropolis Sampling within Gibbs Sampling, Journal of the Royal Statistical Society. Series C (Applied Statistics), Vol. 44, No. 4 (1995), pp. 455-472
Gilks et al. (Sun,) studied this question.
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