An algorithm for clustering heterogeneous data streams with uncertainty.
Guo-Yan HuangDa-Peng LiangChang-Zhen HuJia-Dong RenPublished in: ICMLC (2010)
Keyphrases
- k means
- clustering method
- optimization algorithm
- learning algorithm
- data streams
- experimental evaluation
- computational complexity
- computational cost
- single pass
- synthetic datasets
- data clustering
- data sets
- optimal solution
- preprocessing
- clustering algorithm
- worst case
- segmentation algorithm
- synthetic and real datasets
- significant improvement
- feature selection
- hierarchical clustering
- similarity measure
- matching algorithm
- objective function
- input data
- simulated annealing
- sensor networks
- probabilistic model
- data structure
- dynamic programming