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. Author manuscript; available in PMC: 2013 Sep 30.
Published in final edited form as: Stat Sci. 2011 Feb 1;26(1):130–149. doi: 10.1214/11-STS354

Table 2.

Efficiency comparison of GP MCMC methods

MCMC scheme 2 MCMC scheme 1

Adaptive Nonadaptive
Iterations (computation) 5,000 5,000 500,000
Autocorrelation time
ρ6 310 82 441
ρ8 59 35 121
Computation
CPU-time (sec) 980 4,956 10,224