Maintaining Nonparametric Estimators over Data Streams.
Björn BlohsfeldChristoph HeinzBernhard SeegerPublished in: BTW (2005)
Keyphrases
- data streams
- density estimators
- sliding window
- nadaraya watson
- streaming data
- kernel density estimator
- kernel regression
- concept drift
- density estimation
- sensor networks
- continuous data streams
- change detection
- stream data
- data driven
- data distribution
- evolving data streams
- data sets
- kernel density estimators
- bayesian modeling
- data streaming
- analytical expressions
- kernel density estimation
- sensor data
- stream mining
- hierarchical bayesian
- continuous queries
- itemsets
- limited memory
- confidence intervals
- change point detection
- frequent itemsets
- mining data streams
- high speed data streams
- distributed data streams
- probability distribution
- nonparametric regression
- decision trees
- learning algorithm