Classification of high-dimensional evolving data streams via a resource-efficient online ensemble.
Tingting ZhaiYang GaoHao WangLongbing CaoPublished in: Data Min. Knowl. Discov. (2017)
Keyphrases
- high dimensional
- evolving data streams
- random forests
- support vector
- decision trees
- machine learning
- feature selection
- training data
- feature space
- classification accuracy
- feature extraction
- data streams
- training set
- training samples
- image classification
- random forest
- ensemble methods
- real time
- stream clustering
- multi dimensional
- support vector machine
- feature vectors
- text classification
- logistic regression
- query optimization
- streaming data
- stream mining
- database systems
- data sets