# Proactive DDoS detection: integrating packet marking, traffic analysis, and machine learning for enhanced network security

> Research article (Cluster Computing, 2025) · cited 12× · AI/ML

**Wikidata**: [openalex:W4406902302](https://www.wikidata.org/wiki/openalex:W4406902302)  
**Source**: https://4ort.xyz/entity/proactive-ddos-detection-integrating-packet-marking-traffic-analysis-and-machine-learning-for-enhanced-network-security