Table 7 Results for attack only data—attack classification in batch mode
From: An ensemble deep learning based IDS for IoT using Lambda architecture
Model | Type | Precision | Recall | F1-score | Accuracy | Processing time (ms) |
|---|---|---|---|---|---|---|
ANN | DDoS | 89.5 | 99.6 | 94.3 | 96.9 | 0.09 |
Okiru | 99.6 | 88.2 | 93.5 | |||
Port Scan | 99.9 | 1 | 99.9 | |||
C &C | 1 | 1 | 1 | |||
CNN | DDoS | 89.6 | 99.7 | 94.4 | 97.0 | 0.05 |
Okiru | 99.7 | 88.8 | 93.6 | |||
Port Scan | 99.9 | 1 | 99.9 | |||
C &C | 1 | 1 | 1 | |||
LSTM | DDoS | 94.0 | 99.2 | 96.5 | 98.2 | 0.08 |
Okiru | 99.2 | 93.6 | 96.3 | |||
Port Scan | 99.9 | 1.0 | 99.9 | |||
C &C | 1.0 | 1.0 | 1.0 |