模型 | 准确率(%) | 精确率(%) | 召回率(%) | f1-score (%) | 模型参数大小 | 训练时间 |
IFNN | 96.09 | 96.48 | 96.10 | 96.08 | 0.6 M | 12 s |
DNN | 84.25 | 86.53 | 84.26 | 83.83 | 2 M | 47 s |
IDCNN | 87.11 | 90.40 | 87.12 | 86.65 | 7 M | 243 s |
随机森林算法 | 85.78 | 88.47 | 85.79 | 85.33 | - | - |
支持向量机 | 72.93 | 78.33 | 72.95 | 69.43 | - | - |
K最近邻 | 80.26 | 84.44 | 80.27 | 78.84 | - | - |
逻辑回归 | 58.83 | 56.87 | 58.85 | 56.69 | - | - |
朴素贝叶斯 | 70.54 | 74.15 | 70.57 | 66.56 | - | - |