Approximate pairwise clustering for large data sets via sampling plus extension.
Liang WangChristopher LeckieKotagiri RamamohanaraoJames C. BezdekPublished in: Pattern Recognit. (2011)
Keyphrases
- pairwise
- spectral clustering
- similarity function
- clustering algorithm
- data sets
- k means
- clustering method
- hypergraph partitioning
- similarity matrix
- markov random field
- semi supervised
- graph theoretic
- similarity measure
- dissimilarity matrix
- multi class
- data clustering
- high order
- unsupervised learning
- random sampling
- pairwise constraints
- cluster analysis
- document clustering
- information theoretic
- data objects
- monte carlo
- hierarchical clustering
- data points
- loss function
- active learning
- sampling strategy
- nearest neighbor