Classification and Novel Class Detection of Data Streams in a Dynamic Feature Space.
Mohammad M. MasudQing ChenJing GaoLatifur KhanJiawei HanBhavani M. ThuraisinghamPublished in: ECML/PKDD (2) (2010)
Keyphrases
- feature space
- data streams
- data stream classification
- classification accuracy
- feature vectors
- concept drift
- training samples
- high dimensionality
- training set
- feature extraction
- feature selection
- pattern classification
- high dimensional
- decision trees
- classification scheme
- support vector machine
- feature set
- data sets
- sliding window
- input space
- incremental learning
- pattern recognition
- kernel function
- classification method
- automatic classification
- neural network
- dimension reduction
- linear discriminant analysis
- change detection
- classification algorithm
- hyperplane
- mean shift
- low dimensional
- sensor networks
- data points