TRACE: Traceroute-based Internet Route change Analysis with Ensemble Learning
📰 ArXiv cs.AI
TRACE uses ensemble learning to analyze traceroute data for internet route change detection
Action Steps
- Collect traceroute latency data
- Apply rolling statistics and aggregation to capture temporal dynamics
- Train an ensemble learning model to identify route changes
- Evaluate the model's performance using relevant metrics
Who Needs to Know This
Network engineers and researchers on a team benefit from TRACE as it helps identify internet routing instability, and data scientists can apply the proposed feature engineering strategy to similar problems
Key Insight
💡 Ensemble learning can effectively identify internet route changes from traceroute data
Share This
🚀 TRACE detects internet route changes using traceroute latency data & ensemble learning!
DeepCamp AI