New Splitting Criteria for Decision Trees in Stationary Data Streams.
Maciej JaworskiPiotr DudaLeszek RutkowskiPublished in: IEEE Trans. Neural Networks Learn. Syst. (2018)
Keyphrases
- data streams
- decision trees
- sliding window
- streaming data
- non stationary
- concept drifting data streams
- concept drift
- decision rules
- data sets
- data stream mining
- decision tree construction
- decision tree induction
- stream data
- evaluation criteria
- naive bayes
- outlier detection
- machine learning
- data distribution
- classification rules
- change detection
- data mining methods
- predictive accuracy
- continuous data streams
- sensor data
- sensor networks
- rule induction
- distributed data streams
- stream mining
- decision tree learning
- decision tree algorithm
- selection criteria
- training data
- boosted decision trees
- gini index
- random forest
- multivariate decision trees
- data streaming
- incoming data
- continuous queries
- multiple criteria
- data structure
- bayesian networks
- neural network