Table 2 Classification performance of binary classification and triple classification using EEG-based features
Classifiers | Recall | Precision | F1 score | Accuracy |
|---|---|---|---|---|
HC vs. MCI | ||||
SVM | 79.6% | 75.8% | 77.7% | 76.7% |
LDA | 83.8% | 78.1% | 80.9% | 79.8% |
HC vs. AD | ||||
SVM | 86.4% | 83.6% | 85.0% | 84.4% |
LDA | 84.7% | 87.0% | 85.8% | 85.8% |
HC vs. MCI vs. AD | ||||
SVM | 70.2% | 70.7% | 69.8% | 70.2% |
LDA | 70.0% | 70.3% | 69.4% | 70.0% |