Efficient algorithms for stream mining of constrained frequent patterns in a limited memory environment.
Carson Kai-Sang LeungDale A. BrajczukJialiang YuPublished in: IDEAS (2008)
Keyphrases
- limited memory
- stream mining
- frequent patterns
- frequent pattern mining
- real time
- data streams
- data stream mining
- condensed representations
- pattern mining
- sliding window
- itemsets
- mining algorithm
- memory space
- sequential patterns
- interesting patterns
- influence diagrams
- single pass
- mining frequent
- frequent itemsets
- apriori algorithm
- stream processing
- tree structure
- streaming data
- huge number
- sequential pattern mining
- data sets
- stream data
- uncertain data
- association rules
- frequent itemset mining
- graph mining
- concept drift
- sensitivity analysis
- markov chain
- data warehouse
- data structure
- machine learning