Temporally adaptive estimation of logistic classifiers on data streams.
Christoforos AnagnostopoulosDimitris K. TasoulisNiall M. AdamsDavid J. HandPublished in: Adv. Data Anal. Classif. (2009)
Keyphrases
- data streams
- data stream classification
- sliding window
- decision trees
- anytime classification
- support vector
- sensor networks
- streaming data
- concept drift
- logistic regression
- spatio temporal
- data sets
- stream mining
- sensor data
- classification systems
- classification algorithm
- data streaming
- mining concept drifting data streams
- machine learning algorithms
- training data
- test set
- feature selection
- classification models
- roc curve
- naive bayes
- linear classifiers
- training set
- feature vectors
- learning algorithm
- decision directed
- incoming data
- data stream mining
- continuous queries
- knn
- ensemble learning
- training examples
- temporal information
- change detection