A Comparison of Ensemble and Case-Base Maintenance Techniques for Handling Concept Drift in Spam Filtering.
Sarah Jane DelanyPadraig CunninghamAlexey TsymbalPublished in: FLAIRS Conference (2006)
Keyphrases
- concept drift
- spam filtering
- drifting concepts
- ensemble learning
- case base maintenance
- ensemble classifier
- data streams
- streaming data
- drift detection
- concept drifting
- non stationary
- spam filters
- text classification
- change detection
- case base
- anti spam
- ensemble methods
- classification algorithm
- case based reasoning
- case based reasoning systems
- data distribution
- data stream classification
- stream data
- classifier ensemble
- image processing
- domain knowledge
- neural network
- training set
- knowledge representation
- knowledge acquisition
- natural language
- artificial intelligence
- learning algorithm