Table 2.
Comparing the total MC variances based on M = 500 new importance samplings between the bootstrap approach and the exact approach. Results for α and φ are not presented as the estimates are constant. A single 30-day epidemic in 100 households was simulated, with b = 0.01, p = 0.05, α = 0.2, φ = 0.7, θ = 0.5, and OR=0.6. θ is assumed known in estimation. The burn-in number of importance samples is K0 = 200.
| K | Traditional MCEM (J = 2)
|
Hybrid EM-MCEM (J = 100)
|
||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
|
b(×10−11)
|
p(×10−9)
|
OR(×10−8)
|
b(×10 −11)
|
p(×10−9)
|
OR(×10−8)
|
|||||||
| Boot. | Exact | Boot. | Exact | Boot. | Exact | Boot. | Exact | Boot. | Exact | Boot. | Exact | |
| 500 | 9.77 | 9.64 | 17.88 | 18.20 | 13.52 | 13.80 | 3.13 | 3.37 | 6.19 | 6.20 | 5.34 | 5.43 |
| 1000 | 4.91 | 5.14 | 8.64 | 9.29 | 6.32 | 6.53 | 1.44 | 1.59 | 2.78 | 2.94 | 2.54 | 2.67 |
| 2000 | 2.40 | 2.29 | 4.44 | 4.70 | 3.46 | 3.46 | 0.74 | 0.87 | 1.48 | 1.65 | 1.41 | 1.50 |
| 5000 | 0.91 | 0.86 | 1.55 | 1.51 | 1.21 | 1.15 | 0.31 | 0.31 | 0.60 | 0.56 | 0.56 | 0.49 |