Research Article
Arabic Sentiment Classification Using Convolutional Neural Network and Differential Evolution Algorithm
Table 11
The optimal configuration for each dataset based on the DE-CNN-TSC model.
| Dataset | Filter sizes list | Number of neurons | NFCS | Initialization mode | Dropout rate |
| ArTwitter | [2, 5, 9] | 50 | 200 | LeCun uniform | 0.2 | STD | [3, 4, 5] | 300 | 300 | LeCun uniform | 0.3 | AAQ | [2, 5, 8] | 300 | 500 | Normal | 0.5 | ASTD-B | [2, 3, 8] | 350 | 150 | LeCun uniform | 0.3 | AJGT | [2, 3, 8] | 350 | 50 | Uniform | 0.2 |
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