Using Self-similarity to Adapt Evolutionary Ensembles for the Distributed Classification of Data Streams.
Clara PizzutiGiandomenico SpezzanoPublished in: IJCCI (ICEC) (2010)
Keyphrases
- data streams
- decision trees
- pattern recognition
- automatic classification
- feature extraction
- classification accuracy
- classification method
- support vector
- classification scheme
- classification systems
- distributed data streams
- cooperative
- multi agent
- distributed environment
- data sets
- image classification
- natural images
- pattern classification
- classification algorithm
- sliding window
- generalization ability
- neural network
- benchmark datasets
- distributed systems
- multiple classifier systems
- feature selection
- machine learning
- continuous queries
- stream processing
- anytime classification
- classification models
- change detection
- class labels
- machine learning algorithms
- support vector machine svm
- supervised learning
- support vector machine
- association rules
- genetic algorithm