TSI-GAN: Unsupervised Time Series Anomaly Detection Using Convolutional Cycle-Consistent Generative Adversarial Networks.
Shyam Sundar SaravananTie LuoMao Van NgoPublished in: PAKDD (1) (2023)
Keyphrases
- anomaly detection
- unsupervised learning
- unsupervised anomaly detection
- detect anomalies
- novelty detection
- intrusion detection
- detecting anomalies
- intrusion detection system
- anomalous behavior
- network anomaly detection
- network intrusion detection
- computer security
- network traffic
- generative model
- computer networks
- detecting anomalous
- semi supervised
- one class support vector machines
- social networks
- negative selection algorithm
- behavior analysis
- cumulative sum
- network security
- malware detection
- data mining
- machine learning
- network structure
- self organizing maps
- expectation maximization
- supervised learning
- connectionist systems
- pairwise