A performance evaluation of data streams sampling algorithms over a sliding window.
Rayane El SibaiYousra ChabchoubJacques DemerjianRaja ChikyKablan BarbarPublished in: MENACOMM (2018)
Keyphrases
- sliding window
- data streams
- random sampling
- walsh hadamard transform
- limited memory
- stream data
- window sizes
- window size
- fixed size
- high speed data streams
- continuous data streams
- streaming data
- data distribution
- data stream mining
- computational complexity
- frequent item sets
- data sets
- variable size
- sampling algorithm
- change detection
- sampling methods
- skyline queries
- concept drift
- data mining algorithms
- markov chain monte carlo
- continuous queries
- uncertain data
- stream mining
- streaming time series
- heavy hitters
- frequent itemsets
- itemsets