Towards Meaningful Anomaly Detection: The Effect of Counterfactual Explanations on the Investigation of Anomalies in Multivariate Time Series.
Max SchemmerJoshua HolsteinNiklas BauerNiklas KühlGerhard SatzgerPublished in: CoRR (2023)
Keyphrases
- anomaly detection
- multivariate time series
- detecting anomalies
- intrusion detection
- anomalous behavior
- multivariate time series data
- unsupervised anomaly detection
- network traffic
- network intrusion detection
- temporal data
- dimension reduction
- intrusion detection system
- detect anomalies
- categorical data
- autoregressive
- unsupervised learning
- network intrusion