Reservoir-Based Random Sampling with Replacement from Data Stream.
Byung-Hoon ParkGeorge OstrouchovNagiza F. SamatovaAl GeistPublished in: SDM (2004)
Keyphrases
- reservoir sampling
- random sampling
- data streams
- sliding window
- active learning
- sampling algorithm
- sample size
- streaming data
- sampling procedure
- random projections
- adaptive sampling
- random samples
- fixed size
- concept drift
- bloom filter
- query by committee
- random sample
- change detection
- sampling methods
- data sets
- stratified sampling
- robust estimator
- feature extraction