Exploiting fractal dimension and a distributed evolutionary approach to classify data streams with concept drifts.
Gianluigi FolinoMassimo GuarascioGiuseppe PapuzzoPublished in: Appl. Soft Comput. (2019)
Keyphrases
- fractal dimension
- data streams
- concept drift
- streaming data
- fractal analysis
- stream data
- texture analysis
- data stream mining
- mining data streams
- box counting
- sliding window
- data stream classification
- data distribution
- drifting concepts
- change detection
- stream mining
- evolving data streams
- data sets
- non stationary
- classification algorithm
- multi dimensional
- drift detection
- neural network
- fractal dimensions
- itemsets
- multiresolution
- image processing
- high speed data streams
- continuous queries
- sensor networks
- frequent itemsets
- machine learning
- network traffic