Active Learning of Constraints for Semi-Supervised Clustering.
Sicheng XiongJavad AzimiXiaoli Z. FernPublished in: IEEE Trans. Knowl. Data Eng. (2014)
Keyphrases
- semi supervised clustering
- semi supervised
- active learning
- pairwise constraints
- semi supervised learning
- labeled data
- metric learning
- semi supervised classification
- unlabeled data
- background knowledge
- unsupervised clustering
- pairwise
- k means
- hidden markov random fields
- unsupervised learning
- nonnegative matrix factorization
- clustering algorithm
- supervised learning
- pair wise constraints
- document clustering
- training set
- machine learning
- constrained clustering
- dimensionality reduction
- transfer learning
- learning process
- data sets
- spectral clustering
- generalization error
- learning algorithm