Evaluation methods and decision theory for classification of streaming data with temporal dependence.
Indre ZliobaiteAlbert BifetJesse ReadBernhard PfahringerGeoff HolmesPublished in: Mach. Learn. (2015)
Keyphrases
- evaluation methods
- decision theory
- streaming data
- concept drift
- data streams
- classification algorithm
- evaluation method
- classification accuracy
- utility function
- pattern recognition
- concept drifting data streams
- decision theoretic
- text classification
- support vector
- evaluation metrics
- sliding window
- data distribution
- evaluation criteria
- feature extraction
- game theory
- naive bayes
- benchmark datasets
- supervised learning
- support vector machine
- decision making
- artificial intelligence
- theoretical framework
- data sets
- feature vectors
- pairwise
- training set
- feature space
- bayesian networks