Research Article
Medical Text Classification Using Hybrid Deep Learning Models with Multihead Attention
Table 8
Analysis with different convolution kernel conditions for the proposed hybrid BiGRU model.
| Kernel filter sizes | Dataset | Accuracy (%) | Precision (%) | Recall (%) | F1-score (%) |
| [1, 3] | Hallmarks | 71.85 | 61.79 | 60.70 | 61.24 | AIM | 93.27 | 89.36 | 85.29 | 87.27 |
| [1, 3, 5] | Hallmarks | 73.88 | 69.54 | 68.67 | 69.10 | AIM | 95.29 | 89.88 | 84.13 | 86.90 |
| [1, 3, 5, 7] | Hallmarks | 72.52 | 69.72 | 65.99 | 67.80 | AIM | 82.79 | 76.91 | 73.78 | 75.31 |
| [1, 3, 5, 7, 9] | Hallmarks | 70.48 | 67.72 | 63.85 | 65.72 | AIM | 58.39 | 51.84 | 57.18 | 54.37 |
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