Enhancing data stream predictions with reliability estimators and explanation.
Zoran BosnicJaka DemsarGrega KespretPedro Pereira RodriguesJoão GamaIgor KononenkoPublished in: Eng. Appl. Artif. Intell. (2014)
Keyphrases
- data streams
- sliding window
- streaming data
- change detection
- confidence intervals
- space efficient
- continuous queries
- high level declarative
- multi dimensional data
- high speed data streams
- stream processing
- concept drift
- analytical expressions
- outlier detection
- asymptotic properties
- distributed data streams
- continuous stream
- confidence levels
- failure rate
- frequent closed itemsets
- stream mining
- data stream mining
- abductive reasoning
- reliability analysis
- transactional data
- stream data
- explanation based learning
- data distribution
- itemsets