Adaptive random forests for data stream regression.
Heitor Murilo GomesJean Paul BarddalLuis Eduardo Boiko FerreiraAlbert BifetPublished in: ESANN (2018)
Keyphrases
- random forests
- data streams
- regression problems
- regression forests
- regression trees
- evolving data streams
- random forest
- tree ensembles
- classification and regression trees
- machine learning algorithms
- decision trees
- ensemble methods
- logistic regression
- sliding window
- base learners
- regression model
- linear regression
- randomized trees
- conformal prediction
- decision tree ensembles
- streaming data
- concept drift
- benchmark datasets
- genetic algorithm
- neural network
- data sets
- single pass
- data stream mining
- pairwise
- bayesian networks
- similarity measure