Table 2 Dataset attributes information.
From: Explainable artificial intelligence for botnet detection in internet of things
Stream aggregation designation | Stream aggregation description | Stream characteristics (statistical aggregation functions) | Count | Time frame | Features | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
Weight | Mean | Variance/Standard deviation | Magnitude | Radius | Covariance | Correlation coefficient | |||||
H | Host Source IP | ✓ | ✓ | Variance | x | x | x | x | 3 | 5 | 15 |
MI | Host Source IP + MAC | ✓ | ✓ | Variance | x | x | x | x | 3 | 5 | 15 |
HH | Host-to-host channel (Source IP to destination IP) | ✓ | ✓ | Std | ✓ | ✓ | ✓ | ✓ | 7 | 5 | 35 |
HH_Jit | Host-to-host channel jitter | ✓ | ✓ | Variance | x | x | x | x | 3 | 5 | 15 |
HpHp | Host port to Host port channel (IP + Socket) | ✓ | ✓ | Std | ✓ | ✓ | ✓ | ✓ | 7 | 5 | 35 |
Tot. Traffic characteristics | 23 | Tot. Features | 115 | ||||||||
