Table 5.
The optimal configuration for each dataset based on the DE-CNN-5CV model.
Dataset | Filter sizes list | Number of neurons | NFCS | Initialization mode | Dropout rate |
---|---|---|---|---|---|
ArTwitter | [2, 3, 5] | 350 | 50 | LeCun uniform | 0.6 |
STD | [2, 4] | 100 | 200 | Normal | 0.6 |
AAQ | [4, 5, 6] | 200 | 300 | Normal | 0.2 |
ASTD-B | [3, 4] | 100 | 100 | He uniform | 0.3 |
AJGT | [2, 3, 6] | 200 | 300 | Uniform | 0.2 |