Incremental learning in non-stationary environments with concept drift using a multiple classifier based approach.
Matthew T. KarnickMichael MuhlbaierRobi PolikarPublished in: ICPR (2008)
Keyphrases
- incremental learning
- concept drift
- batch learning
- fuzzy artmap
- data stream classification
- classification algorithm
- data streams
- non stationary
- ensemble learning
- incremental learning algorithm
- ensemble classifier
- class imbalance
- streaming data
- drifting concepts
- data stream mining
- class labels
- feature selection
- supervised learning
- training data
- machine learning
- change detection
- learning process
- feature space
- data sets
- neural network
- learning algorithm
- image processing
- batch mode
- decision trees
- class distribution
- training set
- knn
- support vector machine
- small number
- k nearest neighbor