Research Article

Hierarchical Models and Tuning of Random Walk Metropolis Algorithms

Table 3

Stochastic volatility: efficiency and time-adjusted efficiency measures for the four samplers tested.

SamplerEfficiencyTime-adjusted efficiency
Mean ASJDMinimum ESSMean time
()()()(×1,000)(×1,000)

RWM0.3994103.37367.341.0873281.40
Fixed RWM-w-G0.6420116.58371.931.7261313.45
Local RWM-w-G0.6740132.40371.381.8149356.51
Adapt. Met.0.6320347.761,149.260.5499302.59