Table 13.
The average of F-score for full SDMDC, rank-1 SDMDC and rank-2 SDMDC by the number of predictors, data structure, and the structure of correlation amongst predictors
| Models | |||||
|---|---|---|---|---|---|
| No. Predictors | Data Rank | Correlation str | Full SDMDC | Rank-1 SDMDC | Rank-2 SDMDC |
| 200 | Rank-1 | Independent | 0.545 (0.126) | 0.617 (0.156) | 0.618 (0.166) |
| Autoregressive | 0.708 (0.281) | 0.689 (0.285) | 0.683 (0.293) | ||
| Exchangeable | 0.401 (0.248) | 0.402 (0.212) | 0.381 (0.206) | ||
| Rank-2 | Independent | 0.6 (0.135) | 0.698 (0.158) | 0.681 (0.149) | |
| Autoregressive | 0.701 (0.245) | 0.675 (0.216) | 0.76 (0.252) | ||
| Exchangeable | 0.693 (0.191) | 0.651 (0.203) | 0.667 (0.194) | ||
| 500 | Rank-1 | Independent | 0.534 (0.091) | 0.563 (0.124) | 0.579 (0.126) |
| Autoregressive | 0.584 (0.253) | 0.596 (0.233) | 0.576 (0.237) | ||
| Exchangeable | 0.583 (0.179) | 0.568 (0.156) | 0.573 (0.149) | ||
| Rank-2 | Independent | 0.564 (0.086) | 0.651 (0.129) | 0.664 (0.119) | |
| Autoregressive | 0.645 (0.148) | 0.68 (0.17) | 0.702 (0.189) | ||
| Exchangeable | 0.587 (0.096) | 0.574 (0.093) | 0.549 (0.111) |