Multidimensional surrogate stability to detect data stream concept drift.
Fausto Guzzo da CostaFelipe S. L. G. DuarteRosane Maria Maffei VallimRodrigo Fernandes de MelloPublished in: Expert Syst. Appl. (2017)
Keyphrases
- concept drift
- data streams
- streaming data
- data stream mining
- drifting concepts
- drift detection
- change detection
- mining data streams
- stream data
- data distribution
- sliding window
- non stationary
- evolving data streams
- data stream classification
- incremental clustering
- high speed data streams
- classification algorithm
- detection algorithm
- multi dimensional
- data sets
- batch learning
- stream mining
- continuous queries
- stream clustering
- incoming data
- semi supervised
- data analysis
- machine learning