Table 11.
study | Dataset | Method | Accuracy (%) | Precision (%) | Recall or Sensitivity (%) | Specificity (%) | F1-Score (%) | AUC (%) |
---|---|---|---|---|---|---|---|---|
Brinati et al. [2] | First dataset [2] | TWRF | 83–87 | – | – | – | – | – |
Cabitza et al. [6] | Second dataset (OSR dataset) [6] | KNN | 86.00 | – | 80.00 | 92.00 | – | 87.00 |
Alakus et al. [9] | Third dataset [9] | LSTM | 86.66 | 86.75 | 99.42 | – | 91.89 | 62.50 |
Our study | First dataset [2] | DNN | 92.11 | 91.86 | 96.14 | 84.56 | 93.88 | 92.20 |
Second dataset (OSR dataset) [6] | DNN | 93.16 | 92.09 | 93.27 | 93.02 | 92.63 | 93.20 | |
Third dataset [9] | DNN | 93.33 | 69.07 | 77.05 | 95.47 | 72.49 | 85.97 | |
Third balanced dataset | DNN | 92.50 | 86.96 | 100 | 85.00 | 93.02 | 92.20 |
–No information is available.