Data Stream Online Clustering Based on Fuzzy Expectation-Maximization Approach.
Anastasiia O. DeinekoPolina Ye. ZhernovaBoris GordonOleksandr O. ZayikaIryna PlissNelya PabyrivskaPublished in: DSMP (2018)
Keyphrases
- data streams
- expectation maximization
- em algorithm
- fuzzy sets
- sliding window
- online learning
- mixture model
- streaming data
- fuzzy systems
- change detection
- real time
- fuzzy rules
- concept drift
- fuzzy numbers
- generative model
- outlier detection
- maximum likelihood estimation
- membership functions
- fuzzy clustering
- continuous queries
- fuzzy set theory
- transactional data
- stream mining
- stream clustering
- data distribution
- gaussian mixture model
- maximum likelihood
- probabilistic model
- data structure
- data mining
- neural network