An active learning system for mining time-changing data streams.
Shucheng HuangYisheng DongPublished in: Intell. Data Anal. (2007)
Keyphrases
- data streams
- active learning
- stream mining
- continuous data streams
- itemsets
- multiple data streams
- mining data streams
- frequent itemsets
- sliding window
- data stream mining
- closed frequent itemsets
- mining frequent itemsets
- mining algorithm
- frequent closed itemsets
- streaming data
- text mining
- semi supervised
- mining maximal frequent itemsets
- frequent patterns
- machine learning
- limited memory
- concept drift
- pattern mining
- emerging patterns
- stream data
- continuous queries
- pool based active learning
- data mining
- data sets
- sequential patterns
- learning strategies
- high speed data streams
- sensor networks
- data mining techniques
- training examples
- data mining methods
- data distribution
- random sampling
- association rule mining
- selective sampling
- sensor data
- data mining algorithms
- data streaming
- concept drifting
- change detection
- knowledge discovery
- single pass
- query processing
- decision trees