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. 2020 Jun 11;20:152. doi: 10.1186/s12874-020-01035-6

Table 2.

Convergence rate for each estimation procedure in each scenario (based on 20,000 iterations)

Procedure Convergence rate (0–100%)
OR = 1 OR = 2 OR = 3 OR = 4 OR = 5
τ=0.2 τ=0.4 τ==0.6 τ=0.8 τ=1.0 τ=0.2 τ=0.4 τ==0.6 τ=0.8 τ=1.0 τ=0.2 τ=0.4 τ==0.6 τ=0.8 τ=1.0 τ=0.2 τ=0.4 τ==0.6 τ=0.8 τ=1.0 τ=0.2 τ=0.4 τ==0.6 τ=0.8 τ=1.0
Laplace Approximation (LA)
 Model 1 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100
 Model 2 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100
 Model 3 100 100 100 100 100 100 100 100 100 100 100 100 100 99.99 100 100 100 100 99.99 100 100 100 100 100 100
 Model 4 100 100 100 100 100 100 100 100 100 100 100 100 100 99.99 100 100 99.99 100 99.99 100 100 100 100 100 100
 Model 5 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 99.99 100 100 100 100 100 100 100 100
Penalized quasi-likelihood estimation (PQL)
 Model 1 98.46 98.47 98.25 97.48 96.31 99.07 99.01 98.94 98.51 97.01 99.08 99.14 99.01 98.52 96.30 99.27 99.38 99.17 98.58 93.22 99.50 99.44 99.39 98.84 96.84
 Model 2 16.37 19.01 17.23 16.16 13.51 17.03 16.97 16.48 15.20 13.76 17.45 17.07 17.08 15.66 14.04 18.85 18.41 17.64 15.84 14.28 19.65 19.62 18.51 16.25 14.56
 Model 3 99.99 99.98 99.99 99.96 99.95 99.99 100 99.99 99.99 99.93 99.92 99.92 99.91 99.86 99.86 99.89 99.93 99.93 99.84 99.42 100 99.99 100 99.98 99.95
 Model 4 15.59 18.50 16.13 13.06 9.91 16.24 15.82 15.23 12.55 9.49 16.97 16.48 15.01 12.49 8.43 17.94 17.58 15.48 12.21 6.32 18.63 18.05 15.80 11.55 7.82
 Model 5 19.67 22.22 19.52 16.57 14.08 20.57 20.15 19.24 16.77 13.72 21.31 20.73 19.22 16.74 13.14 22.73 22.04 20.25 16.31 11.41 23.96 23.16 20.37 15.94 12.50
Adaptive Gauss-Hermite quadrature (AGHQ)
 Model 1 98.87 99.14 99.01 98.98 98.12 99.97 99.98 99.67 99.97 99.97 99.43 99.47 99.24 99.16 98.64 99.67 99.53 99.50 98.96 98.87 99.99 99.99 99.99 99.98 99.98
 Model 2 86.59 89.45 88.34 87.69 81.55 99.50 99.47 99.41 99.31 99.22 96.26 96.15 95.13 94.70 92.77 96.40 96.60 95.87 94.44 92.44 99.63 99.64 99.70 99.60 99.49
 Model 3 99.07 99.32 99.01 98.69 97.62 99.97 99.96 99.95 99.93 99.98 99.49 99.47 99.10 98.59 97.66 99.57 99.58 99.34 98.72 98.02 99.98 99.96 99.96 99.96 99.98
 Model 4 87.09 89.15 88.06 87.44 82.10 98.72 98.64 98.35 97.85 97.26 96.07 95.97 95.45 94.24 92.58 96.74 96.51 96.49 94.65 92.79 99.29 99.24 98.85 97.93 97.31
 Model 5 90.96 92.11 91.35 89.90 86.51 99.73 99.73 99.71 99.65 99.69 96.58 96.64 96.12 94.96 93.77 97.20 97.12 96.08 94.50 91.17 99.79 99.74 99.72 99.70 99.60