Table 3. Results of AD vs. MCI classification.
ADvsMCI | Classifiers | AUC | ACC | SEN | SPE | PRE | F1 | Cohen |
CSC | KNN | 86.25 | 78.54 | 88.93 | 83.75 | 81.78 | 85.50 | 0.8541 |
MK-SVM | 84.90 | 80.87 | 94.17 | 88.05 | 83.80 | 86.03 | 0.7850 |
HV+AN | KNN | 78.75 | 81.15 | 86.80 | 82.31 | 87.03 | 85.87 | 0.8531 |
MK-SVM | 83.90 | 84.33 | 90.75 | 84.15 | 85.33 | 90.01 | 0.8353 |
Genetics (APoEε4) | KNN | 83.90 | 72.17 | 88.30 | 81.70 | 83.18 | 85.45 | 0.8030 |
MK-SVM | 82.70 | 77.45 | 88.49 | 78.97 | 83.50 | 87.01 | 0.8413 |
Proposed Method | KNN | 85.45 | 80.22 | 87.75 | 80.55 | 83.18 | 85.75 | 0.8394 |
MK-SVM | 91.48 | 85.58 | 95.73 | 87.30 | 87.73 | 90.30 | 0.8735 |