Finite Sample Complexity of Rare Pattern Anomaly Detection.
Md Amran SiddiquiAlan FernThomas G. DietterichShubhomoy DasPublished in: UAI (2016)
Keyphrases
- anomaly detection
- finite sample
- intrusion detection
- detecting anomalies
- sample size
- anomalous behavior
- intrusion detection system
- error bounds
- statistical learning theory
- detect anomalies
- nearest neighbor
- uniform convergence
- unsupervised learning
- parzen window
- one class support vector machines
- generalization bounds