An Outlier Detection-based Tree Selection Approach to Extreme Pruning of Random Forests.
Khaled FawagrehMohamed Medhat GaberEyad ElyanPublished in: CoRR (2015)
Keyphrases
- outlier detection
- random forests
- regression trees
- random forest
- decision trees
- decision forest
- machine learning algorithms
- logistic regression
- data streams
- detection algorithm
- fraud detection
- evolving data streams
- ensemble methods
- density ratio estimation
- knowledge discovery
- decision tree ensembles
- classification trees
- data mining
- detecting outliers
- detect outliers
- benchmark datasets
- distance based outlier detection
- index structure
- training data
- outlier mining
- spatial outliers
- database