Table 5 Comparative evaluation for data security.
From: Deep reinforcement learning-based intrusion detection scheme for software-defined networking
Security metric | Proposed DRL-IDS | Flow-based IDS | Two-stage AI IDS |
|---|---|---|---|
Data integrity (%) | 99.50 | 96.85 | 97.10 |
Data confidentiality (%) | 98.70 | 95.20 | 96.30 |
Attack mitigation rate (%) | 98.85 | 94.75 | 96.15 |
False positive rate (%) | 0.70 | 1.40 | 1.25 |
