Single-Pass Algorithms for Mining Frequency Change Patterns with Limited Space in Evolving Append-Only and Dynamic Transaction Data Streams.
Hua-Fu LiSuh-Yin LeePublished in: EEE (2004)
Keyphrases
- sensor networks
- data streams
- stream mining
- single pass
- data stream mining
- continuous data streams
- evolving data streams
- continuously changing
- streaming data
- sliding window
- limited memory
- data mining techniques
- heavy hitters
- itemsets
- pattern mining
- multiple data streams
- data sets
- mining data streams
- concept drift
- pattern discovery
- frequently occurring
- transactional databases
- sequential patterns
- data mining algorithms
- dynamic graph
- high speed data streams
- frequent pattern mining algorithms
- database
- high level declarative
- spatial datasets
- itemset mining
- mining association rules
- frequent patterns
- data structure
- learning algorithm
- data mining