Fast and Exact Mining of Probabilistic Data Streams.
Reza AkbariniaFlorent MassegliaPublished in: ECML/PKDD (1) (2013)
Keyphrases
- data streams
- stream mining
- continuous data streams
- uncertain data
- multiple data streams
- data stream mining
- itemsets
- mining data streams
- frequent itemsets
- closed frequent itemsets
- sliding window
- mining frequent itemsets
- mining algorithm
- knowledge discovery
- uncertain databases
- frequent closed itemsets
- uncertain data streams
- data sets
- concept drift
- frequent patterns
- streaming data
- maximal frequent itemsets
- data streaming
- mining maximal frequent itemsets
- data mining
- bayesian networks
- probabilistic model
- data mining techniques
- association rule mining
- change detection
- outlier detection
- high speed data streams
- sensor networks
- web mining
- data mining methods
- sensor data
- pattern mining
- generative model
- posterior probability
- exact and approximate
- stream processing
- continuous queries
- sequential pattern mining
- frequent pattern mining