Precision vs Confidence Tradeoffs for ℓ2-Based Frequency Estimation in Data Streams.
Sumit GangulyPublished in: ISAAC (2012)
Keyphrases
- data streams
- sliding window
- concept drift
- sensor networks
- stream data
- confidence measure
- high precision
- sensor data
- streaming data
- neural network
- stream mining
- data stream mining
- confidence level
- high confidence
- data distribution
- mining data streams
- precision and recall
- change detection
- confidence estimates
- data streaming
- data sets
- data stream classification
- distributed data streams
- continuous data streams
- reservoir sampling
- evolving data streams
- high recall
- continuous queries
- design decisions
- average precision
- outlier detection
- frequent itemsets