Exploring Data Streams with Nonparametric Estimators.
Christoph HeinzBernhard SeegerPublished in: SSDBM (2006)
Keyphrases
- data streams
- density estimators
- nadaraya watson
- kernel density estimator
- sliding window
- kernel regression
- density estimation
- sensor networks
- change detection
- streaming data
- bayesian modeling
- sensor data
- data sets
- stream data
- evolving data streams
- concept drift
- stream mining
- frequent itemsets
- continuous data streams
- mining data streams
- distributed data streams
- outlier detection
- kernel density estimators
- itemsets
- analytical expressions
- neural network
- parametric models
- variance estimator
- asymptotic properties
- wireless sensor networks
- data driven
- hierarchical bayesian
- data stream mining
- data distribution