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. Author manuscript; available in PMC: 2012 Dec 1.
Published in final edited form as: J Am Stat Assoc. 2011 Dec 1;106(496):1485–1495. doi: 10.1198/jasa.2011.tm09294

Table 3.

Simulation results on the estimation of SSVM-OU parameters. The relative bias is defined as E(ϕ~ϕ1) for ϕ~ the posterior mean of the parameter ϕ.

Data Augmented Parameter Truth Relative Bias MSE Coverage Rate Interval Length
0 σε2 0.05 −0.202 1.294e−04 0.678 0.026
σξ2 1.00 −0.408 1.689e−01 0.044 0.461
ρ 3.50 −0.470 2.704e+00 0.000 0.101
σν2 0.05 2.101 1.123e−02 0.211 0.299
β 0 −0.15 0.03 1.992e−02 1.000 1.150
β 1 0.15 0.139 3.140e−02 1.000 1.307
β 2 0.25 −0.006 1.693e−02 1.000 1.120
β 3 0.10 −0.105 1.995e−02 1.000 1.166

9 σε2 0.05 0.012 2.952e−05 0.967 0.024
σξ2 1.00 −0.041 2.253e−02 0.967 0.800
ρ 3.50 −0.052 3.596e−02 0.256 0.273
σν2 0.05 0.548 9.410e−04 0.989 0.133
β 0 −0.15 0.035 2.033e−02 0.978 0.647
β 1 0.15 0.135 3.133e−02 0.956 0.739
β 2 0.25 0.005 1.673e−02 0.989 0.634
β 3 0.10 −0.099 2.006e−02 0.956 0.660

19 σε2 0.05 0.013 3.921e−05 0.956 0.024
σξ2 1.00 0.007 2.497e−02 0.967 0.802
ρ 3.50 −0.018 8.104e−03 0.911 0.288
σν2 0.05 0.494 7.960e−04 0.989 0.126
β 0 −0.15 0.022 2.013e−02 0.967 0.625
β 1 0.15 0.138 3.135e−02 0.944 0.713
β 2 0.25 0.003 1.686e−02 0.978 0.612
β 3 0.10 −0.113 1.980e−02 0.978 0.635