Table 7 Comparative experimental results.
From: Research on intrusion detection model based on improved MLP algorithm
Method | F1-score | Recall | Precision | Classes |
---|---|---|---|---|
MLP-AS | 99.85 | 99.85 | 99.84 | 7 |
LogisticRegression | 85.42 | 80.02 | 91.41 | 6 |
Naivebayes | 60.84 | 79.76 | 65.21 | 6 |
DBN | 94.04 | 99.71 | 88.72 | 6 |
D-CNN | 93.89 | 90.95 | 99.94 | 2 |
LSTM | 89.94 | 90.04 | 97.95 | 2 |