Table 3.
NB Ensemble | J48 Ensemble | RF Ensemble | SVM Ensemble | NB-CPEMM | J48-CPEMM | RF-CPEMM | |||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Acc | Pre | Rec | Acc | Pre | Rec | Acc | Pre | Rec | Acc | Pre | Rec | Acc | Pre | Rec | Acc | Pre | Rec | Acc | Pre | Rec | |
NSDS | 0.838 | 0.854 | 0.838 | 0.911 | 0.895 | 0.889 | 0.936 | 0.941 | 0.799 | 0.647 | 0.564 | 0.677 | 0.899 | 0.904 | 0.912 | 0.932 | 0.958 | 0.933 | 0.936 | 0.941 | 0.799 |
NIDS | 0.756 | 0.737 | 0.556 | 0.936 | 0.941 | 0.937 | 0.545 | 0.645 | 0.545 | 0.667 | 0.685 | 0.734 | 0.834 | 0.895 | 0.738 | 0.904 | 0.934 | 0.907 | 0.545 | 0.645 | 0.545 |
CIDS-I | 0.863 | 0.833 | 0.823 | 0.916 | 0.933 | 0.923 | 0.963 | 0.963 | 0.963 | 0.673 | 0.699 | 0.788 | 0.896 | 0.812 | 0.822 | 0.987 | 0.955 | 0.963 | 0.963 | 0.963 | 0.963 |
CIDS-II | 0.756 | 0.654 | 0.563 | 0.945 | 0.931 | 0.924 | 0.797 | 0.723 | 0.634 | 0.685 | 0.676 | 0.657 | 0.885 | 0.823 | 0.813 | 0.971 | 0.965 | 0.923 | 0.888 | 0.856 | 0.833 |
(NSDS: Neuropsychological data set, NIDS: Neuroimaging dataseta, CIDS: combined dataset).
Acc: Accuracy, Pre: precision, Rec: Recall.