Table 2. Results of AD vs. HC classification.
ADvs HC | Classifiers | AUC | ACC | SEN | SPE | PRE | F1 | Cohen |
CSC | KNN | 84.25 | 81.35 | 85.51 | 80.54 | 79.72 | 86.45 | 0.8813 |
MK-SVM | 86.50 | 85.17 | 91.30 | 84.23 | 83.13 | 87.03 | 0.8095 |
HV+AN | KNN | 87.45 | 83.32 | 91.55 | 87.12 | 94.30 | 90.97 | 0.9101 |
MK-SVM | 92.83 | 88.73 | 95.30 | 87.91 | 89.03 | 92.18 | 0.8502 |
Genetics (APoEε4) | KNN | 80.05 | 77.21 | 83.30 | 79.75 | 85.13 | 87.50 | 0.8530 |
MK-SVM | 83.15 | 83.33 | 87.09 | 84.80 | 90.12 | 89.54 | 0.9305 |
Proposed Method | KNN | 92.45 | 92.33 | 94.75 | 90.93 | 95.14 | 93.73 | 0.8580 |
MK-SVM | 94.30 | 94.33 | 95.40 | 96.50 | 92.71 | 93.02 | 0.9030 |