Feasible Sampling of Non-strict Turnstile Data Streams
Neta BarkayEly PoratBar ShalemPublished in: CoRR (2012)
Keyphrases
- data streams
- sliding window
- random sampling
- reservoir sampling
- change detection
- streaming data
- stream data
- monte carlo
- data sets
- sensor networks
- sample size
- data distribution
- sensor data
- concept drift
- itemsets
- sampling algorithm
- evolving data streams
- continuous queries
- mining data streams
- data stream mining
- data streaming
- sampling strategies
- sampling strategy
- distributed data streams
- continuous data streams
- stream mining
- outlier detection
- sampling rate
- real time
- parameter space