Table 6.
The results of DE/best/1 strategy, different population sizes, and mutation parameter using 80/20 dataset split reevaluated using 5-fold CV.
DE parameters | DE/best/1-F=0.3-CR=0.2 | DE/best/1-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 | 2341.01 | 93.44 | 3921.61 | 92.66 | 3270.71 | 92.61 | 6540.61 |
STD | 87.97 | 1198.57 | 88.30 | 2643.58 | 88.42 | 3497.13 | 86.91 | 5547.04 |
AAQ | 86.97 | 4949.27 | 86.38 | 11575.05 | 87.43 | 7880.75 | 87.39 | 17957.25 |
ASTD-B | 82.04 | 1057.19 | 81.17 | 1940.99 | 82.29 | 1170.57 | 81.61 | 2114.62 |
AJGT | 91.67 | 2858.29 | 92.56 | 5039.01 | 92.50 | 3382.44 | 92.44 | 5338.89 |
Average | 88.27 | 2480.87 | 88.37 | 5024.05 | 88.66 | 3840.32 | 88.29 | 7499.68 |