Regression Trees from Data Streams with Drift Detection.
Elena IkonomovskaJoão GamaRaquel SebastiãoDejan GjorgjevikjPublished in: Discovery Science (2009)
Keyphrases
- regression trees
- drift detection
- concept drift
- data streams
- streaming data
- regression model
- decision trees
- random forests
- sliding window
- regression problems
- linear model
- data distribution
- change detection
- conditional random fields
- linear models
- decision rules
- linear regression
- non stationary
- stream mining
- incoming data
- genetic programming
- learning rules
- continuous queries
- data sets
- cross validation
- predictive model
- neural network
- data mining
- machine learning
- feature extraction
- high dimensional
- probabilistic model
- nearest neighbor
- least squares
- random forest