On a Splitting Criterion for Decision Trees in Data Streams.
Leszek RutkowskiMaciej JaworskiPiotr DudaLena PietruczukPublished in: MLDM Posters (2013)
Keyphrases
- data streams
- decision trees
- sliding window
- stream data
- concept drifting data streams
- streaming data
- decision tree induction
- concept drift
- predictive accuracy
- training data
- data sets
- selection criterion
- distributed data streams
- machine learning algorithms
- naive bayes
- itemsets
- sensor networks
- continuous data streams
- data streaming
- data stream mining
- decision tree learning
- decision tree algorithm
- attribute selection
- machine learning
- classification trees
- classification rules
- feature selection
- continuous queries
- feature construction
- random forests
- constructive induction
- random sampling
- data mining methods
- decision tree construction
- outlier detection
- decision rules
- learning algorithm