Consistency regularization for deep semi-supervised clustering with pairwise constraints.
Dan HuangJie HuTianrui LiShengdong DuHongmei ChenPublished in: Int. J. Mach. Learn. Cybern. (2022)
Keyphrases
- semi supervised clustering
- pairwise constraints
- semi supervised
- pairwise
- data representation
- semi supervised classification
- spectral clustering
- labeled data
- document clustering
- metric learning
- unlabeled data
- decision boundary
- unsupervised clustering
- semi supervised learning
- constrained clustering
- loss function
- distance metric
- supervised learning
- hidden markov random fields
- background knowledge
- multi class
- active learning
- k means
- supervised classification
- machine learning
- nonnegative matrix factorization
- unsupervised learning
- clustering algorithm
- information retrieval