Explainable Network Traffic Classification Using XGBoost and SHAP: Interpreting Feature Contributions Across Traffic Classes
Network traffic classification has become an essential component of modern network management, cyber security, and quality-of-service provisioning. The widespread adoption of encryption technologies has reduced the effectiveness of traditional traffic identification techniques, leading to the use of ML approaches based...