Estimation of Probability Density Function, Differential Entropy and Other Relative Quantities for Data Streams with Concept Drift.
Maciej JaworskiPatryk NajgebauerPiotr GoetzenPublished in: ICAISC (2) (2018)
Keyphrases
- concept drift
- probability density function
- data streams
- parzen window
- density estimation
- probability density
- streaming data
- drifting concepts
- sliding window
- data stream mining
- drift detection
- change detection
- data distribution
- stream data
- probability distribution
- evolving data streams
- classification algorithm
- expectation maximization
- data stream classification
- gaussian mixture model
- non stationary
- bayesian framework
- mixture model
- outlier detection
- em algorithm
- feature selection
- data sets
- computer vision
- maximum likelihood
- low dimensional
- statistical methods
- distance function
- neural network