Autonomous data stream clustering implementing split-and-merge concepts - Towards a plug-and-play approach.
Edwin LughoferMoamar Sayed MouchawehPublished in: Inf. Sci. (2015)
Keyphrases
- data streams
- multiple data streams
- sliding window
- clustering algorithm
- clustering method
- k means
- outlier detection
- hierarchical clustering
- change detection
- concept drift
- streaming data
- high dimensional data
- conceptual clustering
- self organizing maps
- data points
- multi dimensional data
- homogeneous groups
- data clustering
- cluster analysis
- unsupervised learning
- cooperative
- data objects
- key concepts
- stream data
- distance measure
- space efficient
- data stream mining
- incoming data
- similarity measure
- neural network