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. Author manuscript; available in PMC: 2014 Feb 10.
Published in final edited form as: Ann Appl Stat. 2012 Dec 27;6(4):1883–1905. doi: 10.1214/12-aoas562

Table 1.

Sampling schemes evaluated

p(f′|f,θ)
 p(θ′|f,θ)
Approach Sampler Metric Sampler Metric Scheme
(a) RM–HMC I RM–HMC I SA
(b) RM–HMC F^ RM–HMC I SA
(c) RM–HMC G f RM–HMC I SA
(d) RM–HMC G f RM–HMC Gθ SA
(e) RM–HMC F^ MH – AA
(f) RM–HMC G f MH – AA