Table 1.
Results of average means (standard deviations) of empirical value functions and misclassification rates for four continuous-outcome simulation scenarios with 40 covariates. The best value functions and misclassification rates are in bold.
|
n = 400 |
n = 800 |
|||
|---|---|---|---|---|
| Value | Misclassification | Value | Misclassification | |
| Scenario 1 | ||||
| Pair-D | 2.67(0.06) | 0.49(0.02) | 3.01(0.02) | 0.32(0.02) |
| l1-PLS | 3.05(0.04) | 0.24(0.01) | 3.15(0.01) | 0.16(0.01) |
| DL | 2.6(0.04) | 0.54(0.01) | 2.78(0.02) | 0.47(0.01) |
| ACWL-1 | 2.69(0.05) | 0.46(0.01) | 2.9(0.02) | 0.37(0.01) |
| ACWL-2 | 2.77(0.05) | 0.43(0.01) | 3.02(0.01) | 0.31(0.01) |
| VT | 2.66(0.03) | 0.5(0.01) | 2.81(0.02) | 0.45(0.01) |
| Group-AD | 3.06(0.05) | 0.22(0.02) | 3.14(0.03) | 0.15(0.02) |
| Scenario 2 | ||||
| Pair-D | 2.84(0.12) | 0.32(0.04) | 2.93(0.1) | 0.3(0.03) |
| l1-PLS | 2.93(0.11) | 0.36(0.04) | 3.01(0.1) | 0.32(0.04) |
| DL | 2.89(0.12) | 0.34(0.04) | 3.04(0.11) | 0.28(0.04) |
| ACWL-1 | 2.76(0.11) | 0.38(0.02) | 2.96(0.11) | 0.32(0.02) |
| ACWL-2 | 2.81(0.11) | 0.38(0.02) | 3.03(0.1) | 0.29(0.03) |
| VT | 3.07(0.09) | 0.31(0.02) | 3.12(0.1) | 0.27(0.02) |
| Group-AD | 2.97(0.1) | 0.31(0.03) | 2.97(0.1) | 0.3(0.03) |
| Scenario 3 | ||||
| Pair-D | 1.2(0.03) | 0.75(0.03) | 1.2(0.03) | 0.75(0.03) |
| l1-PLS | 1.42(0.18) | 0.61(0.13) | 1.58(0.22) | 0.47(0.18) |
| DL | 1.38(0.08) | 0.64(0.06) | 1.5(0.08) | 0.57(0.06) |
| ACWL-1 | 1.29(0.08) | 0.7(0.04) | 1.49(0.07) | 0.56(0.05) |
| ACWL-2 | 1.3(0.07) | 0.69(0.04) | 1.57(0.06) | 0.51(0.05) |
| VT | 1.39(0.05) | 0.64(0.03) | 1.44(0.04) | 0.6(0.03) |
| Group-AD | 1.57(0.14) | 0.5(0.11) | 1.76(0.04) | 0.3(0.05) |