Effectiveness of Tree-based Ensembles for Anomaly Discovery: Insights, Batch and Streaming Active Learning.
Shubhomoy DasMd. Rakibul IslamNitthilan Kannappan JayakodiJanardhan Rao DoppaPublished in: J. Artif. Intell. Res. (2024)
Keyphrases
- active learning
- batch mode
- data mining
- learning strategies
- decision trees
- real time
- data streams
- anomaly detection
- imbalanced data classification
- intrusion detection
- semi supervised
- machine learning
- supervised learning
- knowledge discovery
- learning algorithm
- sample size
- network traffic
- pattern discovery
- ensemble methods
- random forests
- discovery process
- data sets