Table 7 Comparative analysis of the research methodology.
From: Deep reinforcement learning-based intrusion detection scheme for software-defined networking
Aspect | Proposed DRL-IDS | Existing flow-based IDS | Existing AI-based IDS |
|---|---|---|---|
Algorithm complexity | Low | Medium | High |
Adaptability to threats | High | Medium | High |
Detection accuracy (%) | 99.85 | 96.20 | 98.30 |
Scalability | High | Medium | Medium |