Visual analytics of anomaly detection in large data streams.
Ming C. HaoUmeshwar DayalDaniel A. KeimRatnesh K. SharmaAbhay MehtaPublished in: VDA (2009)
Keyphrases
- anomaly detection
- visual analytics
- data streams
- streaming data
- high dimensional data streams
- visual analysis
- intrusion detection
- data analysis
- interactive visualization
- learning analytics
- detecting anomalies
- anomalous behavior
- knowledge discovery
- network intrusion detection
- network traffic
- sensor networks
- network anomaly detection
- intrusion detection system
- concept drift
- network security
- unsupervised learning
- data mining methods
- sensor data
- data sets
- one class support vector machines
- machine learning
- learning sciences
- drug discovery
- outlier detection
- detect anomalies
- cumulative sum