Table 5 Performance of MEMAE on CICIDS2017 dataset under different combinations of memory size (N) and key dimension (S).
From: MEMCAIN: a memory-enhanced hybrid CNN-attention model for network anomaly detection
Memory size (N) | Key dimension (S) | 8 | 16 | 32 | 64 |
|---|---|---|---|---|---|
32 | F1 score | 96.16 | 94.93 | 93.86 | 92.30 |
Accuracy | 98.02 | 97.68 | 98.74 | 95.64 | |
64 | F1 score | 92.93 | 96.87 | 97.49 | 97.75 |
Accuracy | 96.34 | 98.76 | 98.97 | 98.44 | |
128 | F1 score | 94.20 | 96.48 | 93.35 | 95.25 |
Accuracy | 96.25 | 99.08 | 97.74 | 98.55 |
