An Hybrid Data Stream Summarizing Approach by Sampling and Clustering.
Nesrine GabsiFabrice ClérotGeorges HébrailPublished in: EGC (best of volume) (2009)
Keyphrases
- data streams
- outlier detection
- change detection
- sliding window
- k means
- clustering algorithm
- multiple data streams
- unsupervised learning
- transactional data
- stream processing
- hierarchical clustering
- self organizing maps
- monte carlo
- clustering method
- streaming data
- categorical data
- random sampling
- concept drift
- high dimensional data
- parameter space
- neural network
- data distribution
- data mining
- stream data
- data points
- multi dimensional
- multi dimensional data
- detecting outliers
- data sets