Table 6 Outcomes of DL models with word embedding features.
Model | Acc. | G. mean | Kappa score | AUC score | Brier score | Target | Prec. | Recall | F1 |
---|---|---|---|---|---|---|---|---|---|
LSTM | 0.94 | 0.92 | 0.89 | 0.97 | 03 | 1 | 0.96 | 0.92 | 0.94 |
2 | 0.92 | 0.98 | 0.95 | ||||||
3 | 0.91 | 0.89 | 0.90 | ||||||
Avg. | 0.94 | 0.94 | 0.94 | ||||||
GRU | 0.94 | 0.92 | 0.90 | 0.97 | 03 | 1 | 0.96 | 0.93 | 0.94 |
2 | 0.92 | 0.99 | 0.95 | ||||||
3 | 0.95 | 0.87 | 0.91 | ||||||
Avg. | 0.94 | 0.94 | 0.94 | ||||||
RNN | 0.93 | 0.91 | 0.88 | 0.96 | 04 | 1 | 0.93 | 0.93 | 0.93 |
2 | 0.92 | 0.97 | 0.94 | ||||||
3 | 0.93 | 0.83 | 0.88 | ||||||
Avg. | 0.93 | 0.93 | 0.93 |