Cognitive Lightweight Logistic Regression-Based IDS for IoT-Enabled FANET to Detect Cyberattacks

Table 2

Detailed comparative study of ML-based IDS.

Reference	Network-based IDS	Host-based IDS	Anomaly-based IDS	Signature-based IDS	Hybrid-based IDS	Machine learning-based IDS	Future scope
[65]	✓	X	✓	✓	X	✓	X
[66]	✓	X	✓	✓	X	✓	✓
[67]	✓	X	✓	✓	X	✓	✓
[68]	✓	X	✓	✓	X	✓	✓
[69]	✓	X	✓	✓	X	✓	X
[70]	✓	X	✓	✓	X	✓	✓
[71]	✓	X	✓	✓	X	✓	✓
[72]	✓	X	✓	✓	X	✓	X
[73]	✓	X	✓	✓	X	✓	✓
[74]	X	X	X	X	X	X	✓
[75]	✓	X	✓	✓	X	✓	X
[76]	✓	X	✓	✓	✓	✓	✓
Proposed work	✓	X	✓	✓	X	✓	✓