Using a classifier pool in accuracy based tracking of recurring concepts in data stream classification.
Mohammad Javad HosseiniZahra AhmadiHamid BeigyPublished in: Evol. Syst. (2013)
Keyphrases
- data stream classification
- concept drift
- data streams
- incremental learning
- data stream mining
- missing values
- classification algorithm
- training data
- fold cross validation
- data sets
- support vector machine
- individual classifiers
- roc curve
- active learning
- classification accuracy
- particle filter
- training examples
- training set
- support vector
- feature selection
- stream data
- nearest neighbor
- feature vectors
- high dimensional
- feature space
- neural network