TABLE 2.
Standard deviation of 100 * |
|||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
100 * |
R
|
CC |
(R, Y) |
VarRatio |
|||||||||
t | true | R | CC | (R, Y) | emp | infl | emp (emp()a) | infl | emp | infl | CC/R | RY/R | RY/CC |
α = 6.55, β = 124.45* | |||||||||||||
0.02 | 3.07 | 3.07 | 3.07 | 3.07 | 0.02 | 0.02 | 0.02 (0.23) | 0.02 | 0.23 | 0.22 | 1.39 | 132.94 | 95.83 |
0.03 | 2.15 | 2.15 | 2.14 | 2.15 | 0.02 | 0.02 | 0.06 (0.22) | 0.06 | 0.22 | 0.22 | 11.08 | 139.15 | 12.56 |
0.04 | 1.36 | 1.37 | 1.37 | 1.37 | 0.02 | 0.02 | 0.1 (0.21) | 0.10 | 0.20 | 0.20 | 38.98 | 153.73 | 3.94 |
0.05 | 0.79 | 0.79 | 0.79 | 0.79 | 0.01 | 0.01 | 0.13 (0.19) | 0.13 | 0.18 | 0.18 | 92.49 | 178.79 | 1.93 |
0.06 | 0.42 | 0.42 | 0.43 | 0.42 | 0.01 | 0.01 | 0.12 (0.15) | 0.13 | 0.14 | 0.15 | 170.31 | 214.02 | 1.26 |
0.07 | 0.21 | 0.21 | 0.20 | 0.21 | 0.01 | 0.01 | 0.12 (0.13) | 0.12 | 0.11 | 0.11 | 270.05 | 262.23 | 0.97 |
0.08 | 0.09 | 0.09 | 0.10 | 0.10 | 0.00 | 0.00 | 0.09 (0.1) | 0.09 | 0.08 | 0.08 | 390.57 | 321.22 | 0.82 |
0.09 | 0.04 | 0.04 | 0.04 | 0.04 | 0.00 | 0.00 | 0.07 (0.07) | 0.07 | 0.06 | 0.06 | 513.47 | 381.24 | 0.74 |
α = 1, β = 19** | |||||||||||||
0.02 | 3.41 | 3.41 | 3.41 | 3.42 | 0.04 | 0.05 | 0.06 (0.22) | 0.06 | 0.22 | 0.21 | 1.60 | 22.20 | 13.84 |
0.03 | 2.80 | 2.81 | 2.81 | 2.82 | 0.04 | 0.04 | 0.08 (0.21) | 0.08 | 0.21 | 0.21 | 3.52 | 23.28 | 6.61 |
0.04 | 2.30 | 2.30 | 2.29 | 2.30 | 0.04 | 0.04 | 0.10 (0.22) | 0.10 | 0.22 | 0.20 | 6.21 | 24.45 | 3.94 |
0.05 | 1.89 | 1.89 | 1.89 | 1.88 | 0.04 | 0.04 | 0.11 (0.20) | 0.12 | 0.19 | 0.19 | 9.40 | 25.91 | 2.76 |
0.06 | 1.54 | 1.54 | 1.54 | 1.54 | 0.04 | 0.04 | 0.12 (0.19) | 0.13 | 0.19 | 0.18 | 13.24 | 27.59 | 2.08 |
0.07 | 1.26 | 1.26 | 1.26 | 1.27 | 0.03 | 0.03 | 0.13 (0.19) | 0.13 | 0.17 | 0.17 | 17.52 | 29.34 | 1.68 |
0.08 | 1.03 | 1.02 | 1.02 | 1.02 | 0.03 | 0.03 | 0.14 (0.19) | 0.14 | 0.17 | 0.16 | 22.34 | 31.04 | 1.39 |
0.09 | 0.83 | 0.83 | 0.84 | 0.83 | 0.03 | 0.03 | 0.13 (0.17) | 0.14 | 0.15 | 0.15 | 27.72 | 33.13 | 1.20 |
α = 3, β = 5.7*** | |||||||||||||
0.02 | 3.95 | 3.95 | 3.94 | 3.95 | 0.08 | 0.08 | 0.05 (0.21) | 0.05 | 0.21 | 0.21 | 0.47 | 7.33 | 15.46 |
0.03 | 3.57 | 3.56 | 3.57 | 3.55 | 0.08 | 0.08 | 0.07 (0.22) | 0.07 | 0.21 | 0.21 | 0.86 | 7.53 | 8.76 |
0.04 | 3.24 | 3.24 | 3.24 | 3.23 | 0.07 | 0.07 | 0.09 (0.22) | 0.09 | 0.22 | 0.21 | 1.31 | 7.75 | 5.93 |
0.05 | 2.95 | 2.95 | 2.95 | 2.95 | 0.08 | 0.07 | 0.10(0.2) | 0.10 | 0.19 | 0.21 | 1.82 | 8.00 | 4.40 |
0.06 | 2.69 | 2.69 | 2.68 | 2.70 | 0.07 | 0.07 | 0.11 (0.21) | 0.11 | 0.20 | 0.20 | 2.39 | 8.22 | 3.44 |
0.07 | 2.46 | 2.46 | 2.46 | 2.46 | 0.07 | 0.07 | 0.11 (0.20) | 0.12 | 0.19 | 0.20 | 3.03 | 8.47 | 2.79 |
0.08 | 2.25 | 2.25 | 2.25 | 2.25 | 0.07 | 0.07 | 0.13 (0.20) | 0.13 | 0.20 | 0.19 | 3.73 | 8.72 | 2.34 |
0.09 | 2.06 | 2.07 | 2.06 | 2.06 | 0.07 | 0.06 | 0.14 (0.22) | 0.13 | 0.20 | 0.19 | 4.47 | 8.97 | 2.01 |
Note. Results are based on 500 simulations for each set of parameters (α, β) for the beta distribution and values of threshold t. Each simulation has N = 10, 000 samples with μ =.05. For the case–control design, three controls were sampled for each case. Variance ratios (VarRatios) are computed as the ratio of the influence function-based variances.
AUC = 0.61;
AUC = 0.76;
AUC = 0.88.
Abbreviations: emp, empirical; infl, influence function-based; CC/R, var(NBCC)/var(NBR); RY/R, var(NBRY)/var(NBR); RY/CC, var(NBRY)/var(NBCC).
Standard deviations of with substituted for μ.