Table 5.
Comparison of different classifiers experimental results on ADNI-1
| Method | AD versus NC | MCI versus NC | MCI-C versus MCI-NC | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ACC | SEN | SPE | AUC | ACC | SEN | SPE | AUC | ACC | SEN | SPE | AUC | |
| RF | 93.82 | 86.47 | 72.12 | 0.90 | 79.16 | 90.91 | 26.15 | 0.71 | 70.72 | 56.05 | 54.29 | 0.59 | 
| KNN | 95.54 | 82.35 | 73.85 | 0.81 | 82.40 | 85.96 | 29.62 | 0.53 | 75.04 | 54.42 | 49.11 | 0.60 | 
| MK-SVM | 97.60 | 98.43 | 96.73 | 0.98 | 84.47 | 94.04 | 66.15 | 0.81 | 77.76 | 67.44 | 85.54 | 0.76 |