Table 5 Outcomes of ML models with TF-IDF features.
Model | Acc. | G. Mean | Kappa score | AUC score | Brier score | Prec. | Recall | F1 |
---|---|---|---|---|---|---|---|---|
SVM | 0.48 | 0.42 | 0.28 | 0.82 | 0.15 | 0.69 | 0.49 | 0.57 |
DT | 0.80 | 0.76 | 0.69 | 0.88 | 0.25 | 0.84 | 0.80 | 0.82 |
KNC | 0.65 | 0.61 | 0.45 | 0.78 | 0.28 | 0.71 | 0.65 | 0.68 |
LR | 0.81 | 0.78 | 0.71 | 0.91 | 0.21 | 0.82 | 0.82 | 0.82 |