Table 2.
Summary of simulation experiments (setup 1, C = 24). The smaller the number of invariant Class-1 units, the higher trial-variability within a specific data set. Datasets 1–4: low trial variability; Datasets 5–10: medium trial variability; Datasets 11–14: high trial variability. Each dataset consists of 100 Monte Carlo trials.
| Dataset | #invariant Class-1 units |
invariant Class-1 units |
TP (single) |
TP (ensemble) |
|---|---|---|---|---|
| 1 | 3 | 1, 2, 3 | 95% | 98% |
| 2 | 3 | 1, 2, 4 | 93% | 94% |
| 3 | 3 | 1, 3, 4 | 96% | 96% |
| 4 | 3 | 2, 3, 4 | 95% | 95% |
| 5 | 2 | 1, 2 | 75% | 86% |
| 6 | 2 | 1, 3 | 79% | 87% |
| 7 | 2 | 1, 4 | 85% | 88% |
| 8 | 2 | 2, 3 | 87% | 93% |
| 9 | 2 | 2, 4 | 77% | 81% |
| 10 | 2 | 3, 4 | 84% | 86% |
| 11 | 1 | 1 | 52% | 51% |
| 12 | 1 | 2 | 56% | 69% |
| 13 | 1 | 3 | 67% | 84% |
| 14 | 1 | 4 | 75% | 84% |
| 15 | 0 | 46% | 34% |