An Unsupervised Approach for Online Detection and Mitigation of High-Rate DDoS Attacks Based on an In-Memory Distributed Graph Using Streaming Data and Analytics.
Juan J. VillalobosIvan RoderoManish ParasharPublished in: BDCAT (2017)
Keyphrases
- high rate
- streaming data
- false alarms
- ddos attacks
- data streams
- low rate
- incoming data
- concept drift
- sliding window
- detection rate
- anomaly detection
- distributed denial of service
- false positives
- data distribution
- evolving data streams
- distributed systems
- false negative
- limited memory
- stream mining
- lightweight
- data management
- online services
- dos attacks
- data mining
- mobile agents
- learning algorithm
- decision trees
- data analysis
- high dimensional
- risk management
- computer networks
- detection algorithm
- change detection
- detection method