Table 6.
Comparison of different classifiers experimental results on ADNI-2
Method | AD versus NC | LMCI versus NC | EMCI versus LMCI | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
ACC | SEN | SPE | AUC | ACC | SEN | SPE | AUC | ACC | SEN | SPE | AUC | |
RF | 87.03 | 84.60 | 67.06 | 0.82 | 71.44 | 72.94 | 45.72 | 0.60 | 69.11 | 81.87 | 29.36 | 0.58 |
KNN | 84.37 | 82.23 | 65.31 | 0.77 | 69.81 | 64.69 | 47.65 | 0.55 | 69.14 | 69.49 | 39.48 | 0.55 |
MK-SVM | 93.72 | 95.17 | 91.81 | 0.95 | 78.47 | 85.88 | 70.16 | 0.78 | 73.87 | 90.55 | 49.52 | 0.70 |