Table 7.
The results of DE/best/2, different population sizes, and mutation parameter using 80/20 dataset split reevaluated with 5-fold CV.
| DE parameters | DE/best/2-F=0.3-CR=0.2 | DE/best/2-F=0.7-CR=0.2 | ||||||
|---|---|---|---|---|---|---|---|---|
| Population size | 5 | 10 | 5 | 10 | ||||
| Dataset | Accuracy | Time (s) | Accuracy | Time (s) | Accuracy | Time (s) | Accuracy | Time (s) |
| ArTwitter | 92.72 | 1780.57 | 92.97 | 2716.75 | 92.36 | 3462.59 | 92.56 | 4735.10 |
| STD | 88.19 | 1302.01 | 87.69 | 2023.61 | 88.03 | 3117.11 | 88.14 | 3102.14 |
| AAQ | 87.29 | 9051.87 | 87.11 | 20436.34 | 86.99 | 7233.76 | 86.43 | 20061.08 |
| ASTD-B | 81.29 | 1140.01 | 82.23 | 1961.08 | 81.67 | 1152.20 | 82.48 | 1847.88 |
| AJGT | 92.44 | 3064.20 | 92.17 | 6451.25 | 92.50 | 2723.33 | 92.83 | 6598.21 |
| Average | 88.39 | 3267.73 | 88.43 | 6717.81 | 88.31 | 3537.80 | 88.49 | 7268.88 |