Table 5.
MCI/NC classification performance for all the compared frame-works. Total of 621 samples used. The best value for each performance measure is highlighted in bold. (Please refer to Table 4 for the meaning of the abbreviations used in this table.)
| Framework | Imputation | Acc. | Sen. | Spe. | AUC | Time(s) |
|---|---|---|---|---|---|---|
| Baseline 1 | Zero | 0.639 | 0.598 | 0.710 | 0.695 | 0.00 |
| KNN | 0.635 | 0.623 | 0.657 | 0.687 | 2.72 | |
| rEM | 0.650 | 0.636 | 0.675 | 0.696 | 139.14 | |
| FPC | 0.643 | 0.602 | 0.714 | 0.686 | 130.20 | |
| Baseline 2 | Zero | 0.669 | 0.631 | 0.736 | 0.732 | 0.00 |
| KNN | 0.666 | 0.628 | 0.733 | 0.724 | 0.61 | |
| rEM | 0.673 | 0.639 | 0.733 | 0.734 | 34.41 | |
| FPC | 0.670 | 0.632 | 0.737 | 0.736 | 19.06 | |
| Proposed | KNN | 0.672 | 0.778 | 0.486 | 0.726 | 0.65 |
| rEM | 0.701 | 0.866 | 0.414 | 0.774 | 36.56 | |
| mFPC | 0.715 | 0.753 | 0.649 | 0.773 | 1.21 | |