Functionally expanded streaming data as input to classification processes using ensembles of constructive neural networks.
João Roberto Bertini Jr.Maria do Carmo NicolettiPublished in: IJCNN (2016)
Keyphrases
- streaming data
- data streams
- constructive neural networks
- decision trees
- concept drifting data streams
- concept drift
- classification accuracy
- classifier ensemble
- pattern recognition
- model selection
- support vector
- ensemble classifier
- classification algorithm
- stream data
- support vector machine
- machine learning
- evolving data streams
- feature vectors
- sliding window
- feature extraction
- feature space
- text classification
- massive data streams
- neural network
- multiple classifier systems
- recurrent neural networks
- stream mining
- data distribution
- k nearest neighbor
- database
- supervised learning
- knn
- training set