From: On the development of an information system for monitoring user opinion and its role for the public
Classifier | NB | SVM | LR | k-NN | DT | RF | XGBoost | Average |
---|---|---|---|---|---|---|---|---|
Accuracy | 0.75 | 0.74 | 0.80 | 0.76 | 0.73 | 0.81 | 0.76 | 0.76 |
Precision-macro | 0.80 | 0.25 | 0.78 | 0.62 | 0.58 | 0.79 | 0.72 | 0.65 |
Precision-micro | 0.75 | 0.74 | 0.80 | 0.76 | 0.73 | 0.81 | 0.76 | 0.76 |
Precision-weighted | 0.76 | 0.54 | 0.79 | 0.74 | 0.79 | 0.81 | 0.73 | 0.74 |
Recall-macro | 0.39 | 0.33 | 0.52 | 0.44 | 0.60 | 0.57 | 0.42 | 0.47 |
Recall-micro | 0.75 | 0.74 | 0.80 | 0.76 | 0.73 | 0.81 | 0.76 | 0.76 |
Recall-weighted | 0.75 | 0.74 | 0.80 | 0.76 | 0.73 | 0.81 | 0.76 | 0.76 |
F1-score-macro | 0.38 | 0.28 | 0.57 | 0.46 | 0.54 | 0.63 | 0.45 | 0.47 |
F1-score-micro | 0.75 | 0.74 | 0.80 | 0.76 | 0.73 | 0.81 | 0.76 | 0.76 |
F1-score-weighted | 0.67 | 0.63 | 0.78 | 0.70 | 0.75 | 0.79 | 0.70 | 0.72 |
Average | 0.68 | 0.57 | 0.74 | 0.68 | 0.69 | 0.76 | 0.68 | Â |