Table 6.
A summary of the performances for MCI-C vs. MCI-NC classification.
| Method | Modality | ACC (%) | SEN (%) | SPEC (%) | BAC (%) | AUC (%) |
|---|---|---|---|---|---|---|
| STL | ||||||
| MRI | 56.98±20.61 | 51.00 | 60.67 | 55.83 | 58.85 | |
| PET | 61.58±17.79 | 55.00 | 66.00 | 60.50 | 60.63 | |
| MP | 64.62±14.04 | 62.50 | 66.00 | 64.25 | 63.87 | |
| MPC | 62.89±12.29 | 58.50 | 66.00 | 62.25 | 58.31 | |
| SMTL | ||||||
| MRI | 61.60±13.12 | 44.00 | 75.67 | 59.83 | 60.76 | |
| PET | 66.73±11.32 | 39.00 | 88.00 | 63.50 | 65.57 | |
| MP | 72.02±13.80 | 58.00 | 82.67 | 70.33 | 69.64 | |
| MPC | 70.11±14.21 | 59.00 | 78.67 | 68.83 | 67.36 |
(STL, Single-Task Learning, SMTL, Subclass-based Multi-Task Learning). The boldface denotes the best performance in each metric.