Machine learning for streaming data: state of the art, challenges, and opportunities.
Heitor Murilo GomesJesse ReadAlbert BifetJean Paul BarddalJoão GamaPublished in: SIGKDD Explor. (2019)
Keyphrases
- streaming data
- machine learning
- decision tree construction
- data stream mining
- data streams
- concept drift
- sliding window
- massive data streams
- machine learning methods
- evolving data streams
- stream mining
- mining data streams
- data distribution
- anomaly detection
- data streaming
- stream data
- continuous queries
- data mining
- machine learning algorithms
- stream processing
- feature selection
- decision trees
- computer vision
- learning algorithm
- change detection
- reinforcement learning
- pattern recognition
- data structure
- unsupervised learning
- data sets
- text classification
- supervised learning
- information extraction
- knowledge discovery
- active learning
- database systems
- neural network