表 1. Performance of different network topology features on the test set (%).
不同网络拓扑特征在测试集上的性能(%)
| 特征 | 模型 | ACC↑ | PR↑ | REC↑ | F1↑ | MCC↑ |
| 注:加粗数字表示最优结果;↑表示该指标越大越好 | ||||||
| 度中心性 | SVM | 63.24 | 67.19 | 52.17 | 56.18 | 28.02 |
| DNN | 63.06 | 61.08 | 72.19 | 66.14 | 26.59 | |
| 特征向量中心性 | SVM | 55.98 | 55.70 | 55.56 | 55.52 | 12.04 |
| DNN | 56.11 | 55.40 | 62.94 | 58.89 | 12.35 | |
| 接近中心性 | SVM | 54.84 | 60.33 | 28.00 | 38.18 | 11.39 |
| DNN | 52.73 | 52.30 | 61.60 | 56.56 | 5.56 | |
| 介数中心性 | SVM | 75.30 | 73.87 | 78.90 | 76.25 | 50.79 |
| DNN | 73.02 | 72.82 | 73.69 | 73.17 | 46.16 | |
| PageRank | SVM | 58.07 | 61.38 | 53.94 | 57.38 | 16.24 |
| DNN | 55.82 | 54.09 | 76.99 | 63.52 | 12.90 | |
| 全部拓扑特征 | SVM | 78.92 | 80.19 | 78.82 | 79.47 | 57.86 |
| DNN | 79.59 | 81.65 | 76.52 | 78.87 | 59.39 | |