Table 14.
The average of F-score for full DMDC, rank-1 DMDC and rank-2 DMDC by the number of predictors, data structure, and the structure of correlation amongst predictors
| Models | |||||
|---|---|---|---|---|---|
| No. Predictors | Data Rank | Correlation str | Full DMDC |
Rank-1 DMDC |
Rank-2 DMDC |
| 200 | Rank-1 | Independent | 0.771 (0.189) | 0.86 (0.136) | 0.783 (0.189) |
| Autoregressive | 0.8 (0.311) | 0.813 (0.298) | 0.802 (0.31) | ||
| Exchangeable | 0.412 (0.263) | 0.413 (0.263) | 0.413 (0.263) | ||
| Rank-2 | Independent | 0.889 (0.117) | 0.943 (0.064) | 0.902 (0.095) | |
| Autoregressive | 0.873 (0.231) | 0.889 (0.218) | 0.876 (0.226) | ||
| Exchangeable | 0.68 (0.194) | 0.681 (0.204) | 0.683 (0.192) | ||
| 500 | Rank-1 | Independent | 0.743 (0.198) | 0.767 (0.155) | 0.727 (0.186) |
| Autoregressive | 0.683 (0.33) | 0.698 (0.316) | 0.685 (0.331) | ||
| Exchangeable | 0.586 (0.169) | 0.583 (0.159) | 0.583 (0.168) | ||
| Rank-2 | Independent | 0.933 (0.086) | 0.934 (0.153) | 0.941 (0.086) | |
| Autoregressive | 0.808 (0.186) | 0.803 (0.188) | 0.801 (0.19) | ||
| Exchangeable | 0.601 (0.082) | 0.596 (0.071) | 0.602 (0.08) |