Approximate Frequent Itemset Discovery from Data Stream.
Anna CiampiFabio FumarolaAnnalisa AppiceDonato MalerbaPublished in: AI*IA (2009)
Keyphrases
- frequent itemset discovery
- data streams
- frequent itemsets
- finding frequent itemsets
- frequent closed itemsets
- association rule mining
- sliding window
- mining frequent itemsets
- change detection
- itemsets
- apriori algorithm
- heavy hitters
- concept drift
- streaming data
- stream data
- frequent itemset mining
- data mining
- association rules
- mining algorithm
- frequent patterns
- outlier detection
- space efficient
- continuous queries
- transactional data
- itemset mining
- stream processing
- data distribution
- mining association rules
- closed itemsets
- uncertain data
- data analysis
- data stream management systems
- data structure
- machine learning