Telin Elsa Sabu May 2026

| Model | Accuracy | Precision | Recall | F1-score | Inference (ms) | |-------|----------|-----------|--------|----------|----------------| | Snort | 78.2% | 76.5% | 71.0% | 73.6% | 45 | | Kitsune| 91.4% | 89.2% | 88.5% | 88.8% | 28 | | TELIN-ELSA-SABU | | 97.9% | 96.5% | 97.2% | 12 |

TELIN: A Temporal-Linguistic Intrusion Detection Framework for Edge Networks with the ELSA (Ensemble Learning for Security Analytics) Module and SABU (Semantic Analysis of Behavioral Uncertainty) Protocol telin elsa sabu

Department of Computer Science & Engineering, [Fictional University, e.g., Mar Ivanios College of Engineering, Kerala, India] | Model | Accuracy | Precision | Recall