Table 2:
Classifier | Macro-accuracy rate (%) | Micro-accuracy rate (%) |
---|---|---|
1-NN (LOO CV) | - | 96.73 |
1-NN (5F-CV) | 87.36 | 96.26 |
RF (5F-CV) | 87.35 | 96.19 |
RF-PCA (5F-CV) | 86.21 | 96.24 |
SVM (5F-CV) | 88.06 | 96.59 |
NN = Nearest Neighbor, RF = Random Forest, RF-PCA = Random Forest with Principal Component Analysis, SVM = Support Vector Machines, LOO = Leave-one-out cross-validation, 5F-CV = 5-fold cross-validation