Differential Privacy for Anomaly Detection: Analyzing the Trade-off Between Privacy and Explainability.
Fatima EzzeddineMirna SaadOmran AyoubDavide AndreolettiMartin GjoreskiIhab SbeityMarc LangheinrichSilvia GiordanoPublished in: CoRR (2024)
Keyphrases
- anomaly detection
- differential privacy
- differentially private
- privacy preserving
- private data
- privacy guarantees
- intrusion detection
- detecting anomalies
- network intrusion detection
- privacy preservation
- personal information
- network traffic
- anomalous behavior
- data sharing
- data privacy
- intrusion detection system
- one class support vector machines
- anonymized data
- privacy preserving data mining
- information sharing
- unsupervised learning
- data mining
- search logs
- web search engines
- query expansion
- cloud computing
- normal behavior
- training data
- feature extraction
- detect anomalies
- database systems
- search engine