A comparative study on concept drift detectors.
Paulo Mauricio Gonçalves Jr.Silas Garrido Teixeira de Carvalho SantosRoberto Souto Maior de BarrosDavi Carnauba de Lima VieiraPublished in: Expert Syst. Appl. (2014)
Keyphrases
- concept drift
- data streams
- streaming data
- drifting concepts
- non stationary
- drift detection
- target concept
- change detection
- classification algorithm
- incremental clustering
- data stream classification
- data distribution
- evolving data streams
- data stream mining
- stream data
- batch learning
- machine learning
- concept descriptions
- data sets
- support vector
- similarity measure
- sliding window