Table 8.
Model | Accuracy | Recall | Precision | F1-Score | Time (s) | ||||
---|---|---|---|---|---|---|---|---|---|
Ridge | 0.87 | 0.03 | 0.87 | 0.03 | 0.86 | 0.03 | 0.86 | 0.03 | 153 |
QDA | 0.45 | 0.05 | 0.30 | 0.08 | 0.40 | 0.05 | 0.35 | 0.07 | 171 |
NB | 0.38 | 0.02 | 0.35 | 0.04 | 0.37 | 0.02 | 0.35 | 0.03 | 68 |
k-NN | 1.00 | 0.00 | 1.00 | 0.00 | 1.00 | 0.00 | 1.00 | 0.00 | 97 |
SVM | 0.97 | 0.01 | 0.97 | 0.01 | 0.97 | 0.01 | 0.97 | 0.01 | 78 |
MLP | 0.73 | 0.06 | 0.73 | 0.06 | 0.71 | 0.07 | 0.72 | 0.06 | 1136 |
RF | 0.82 | 0.04 | 0.82 | 0.04 | 0.81 | 0.05 | 0.81 | 0.05 | 114 |
ET | 0.70 | 0.02 | 0.70 | 0.03 | 0.67 | 0.02 | 0.68 | 0.02 | 95 |
GBM | 1.00 | 0.00 | 1.00 | 0.00 | 1.00 | 0.00 | 1.00 | 0.00 | 2513 |
LightGBM | 1.00 | 0.00 | 1.00 | 0.00 | 1.00 | 0.00 | 1.00 | 0.00 | 718 |
The best results are shown in bold.