Probabilistic k-Median Clustering in Data Streams.
Christiane LammersenMelanie SchmidtChristian SohlerPublished in: WAOA (2012)
Keyphrases
- data streams
- clustering method
- clustering algorithm
- sliding window
- multiple data streams
- outlier detection
- streaming data
- information theoretic
- probabilistic model
- hierarchical clustering
- k means
- data mining tasks
- sensor networks
- high dimensional data
- sensor data
- data sets
- uncertain data streams
- concept drift
- probabilistic logic
- stream data
- minimum message length
- fuzzy clustering
- document clustering
- cluster analysis
- unsupervised learning
- data points
- categorical data
- itemsets
- stream processing
- data stream mining
- stream mining
- mining data streams
- dimensionality reduction
- image segmentation