Weighted Sampling Without Replacement from Data Streams.
Vladimir BravermanRafail OstrovskyGregory VorsangerPublished in: CoRR (2015)
Keyphrases
- data streams
- mining concept drifting data streams
- sliding window
- random sampling
- data sets
- reservoir sampling
- concept drift
- streaming data
- sensor networks
- distributed data streams
- stream data
- sampling strategies
- monte carlo
- data distribution
- change detection
- sampling algorithm
- stream mining
- bayesian networks
- data stream classification
- order statistics
- real time
- data stream management systems
- continuous data streams
- sampled data
- stream processing
- frequent itemsets
- continuous queries
- weighted sum
- itemsets
- sample size