lambda-Perceptron: An adaptive classifier for data streams.
Nicos G. PavlidisDimitris K. TasoulisNiall M. AdamsDavid J. HandPublished in: Pattern Recognit. (2011)
Keyphrases
- data streams
- learning algorithm
- support vector
- sliding window
- data sets
- concept drift
- training data
- neural network
- training samples
- classifier systems
- sensor networks
- streaming data
- svm classifier
- support vector machine
- feature selection
- data distribution
- training examples
- decision trees
- itemsets
- ensemble learning
- classification scheme
- training set
- stream data
- probabilistic classifiers
- incoming data
- stream mining
- multiple classifiers
- adaptive learning
- classification rate
- feature set
- fixed point
- feature space
- classification method