Classifying Hierarchical Data Streams using Global Classifiers and Summarization Techniques.
Eduardo TieppoJean Paul BarddalJúlio César NievolaPublished in: IJCNN (2022)
Keyphrases
- data streams
- data stream classification
- hierarchical classification
- sliding window
- anytime classification
- training data
- concept drift
- hierarchical structure
- decision trees
- feature selection
- linear classifiers
- streaming data
- multiple classifiers
- classifier training
- data sets
- probabilistic classifiers
- classification algorithm
- stream data
- sensor networks
- support vector
- heavy hitters
- automatic text classification
- mining concept drifting data streams
- ensemble classifier
- continuous queries
- data distribution
- svm classifier
- test set
- machine learning algorithms
- video data
- naive bayes
- training samples
- multi class
- active learning