Table 4:
Group comparison of different FC metrics on ADNI2
| Group | Method | Acc | AUC | Spe | Sen | F1-score |
|---|---|---|---|---|---|---|
| NC | MLC-GCN-CC | 87.71±3.45 | 90.39±3.55 | 89.46±4.45 | 86.42±3.13 | 85.52±3.71 |
| MLC-GCN-CE | 85.21±3.32 | 90.27±2.63 | 87.06±5.85 | 83.93±2.72 | 82.17±2.76 | |
| MLC-GCN-CSE | 68.6±4.16 | 59.32±1.68 | 80.48±10.82 | 59.97±2.57 | 59.79±0.86 | |
| MLC-GCN-KL | 89.899±0.58 | 93.68±1.68 | 91.88±2.41 | 88.47±1.92 | 87.89±0.86 | |
| MLC-GCN-MI | 94.25±1.5 | 96.41±1.02 | 95.61±2.2 | 93.26±1.12 | 93.09±1.65 | |
| EMCI | MLC-GCN-CC | 89.27±1.61 | 91.9±3.73 | 91.75±1.99 | 87.36±1.39 | 86.94±1.79 |
| MLC-GCN-CE | 86.78±0.75 | 89.13±3.62 | 92.19±3.02 | 82.61±3.26 | 83.23±1.71 | |
| MLC-GCN-CSE | 56.9±9.82 | 63.62±5.58 | 51.63±2.35 | 61.11±2.28 | 53.94±5.17 | |
| MLC-GCN-KL | 87.87±1.97 | 88.75±3.15 | 92.62±0.91 | 84.19±3.35 | 84.73±2.81 | |
| MLC-GCN-MI | 92.85±1.26 | 95.8±1.51 | 95.23±1.24 | 91.02±2.7 | 91.12±1.75 | |
| LMCI | MLC-GCN-CC | 90.36±1.87 | 90.2±3.92 | 95.49±1.37 | 84.95±4.23 | 86.24±3.05 |
| MLC-GCN-CE | 88.18±1.78 | 90.75±3.55 | 93.02±2.57 | 83.01±3.77 | 83.54±2.76 | |
| MLC-GCN-CSE | 75.28±3.87 | 57.05±5.95 | 92.82±3.28 | 56.65±2.99 | 56.65±4.05 | |
| MLC-GCN-KL | 89.89±2.56 | 92.36±3.53 | 94.46±2.66 | 85.05±2.56 | 85.95±3.29 | |
| MLC-GCN-MI | 92.54±2.35 | 93.69±4.38 | 95.28±3.28 | 89.65±3.44 | 89.81±3.02 | |
| AD | MLC-GCN-CC | 93.47±1.3 | 93.61±2.78 | 96.57±1.45 | 88.09±2.74 | 88.85±2.28 |
| MLC-GCN-CE | 94.71±1.7 | 95.9±2.09 | 96.95±1.26 | 90.85±3.38 | 91.1±2.82 | |
| MLC-GCN-CSE | 77.62±6.62 | 59.95±2.81 | 91.69±13.06 | 53.6±4.39 | 50.51±5.48 | |
| MLC-GCN-KL | 91.9±2.86 | 95.19±1.63 | 93.91±3.39 | 88.55±5.6 | 86.99±4.66 | |
| MLC-GCN-MI | 95.8±1.51 | 97.47±1.78 | 97.34±2.24 | 93.38±2.44 | 93.06±2.29 |