Cluster-aware Semi-supervised Learning: Relational Knowledge Distillation Provably Learns Clustering.
Yijun DongKevin MillerQi LeiRachel WardPublished in: NeurIPS (2023)
Keyphrases
- semi supervised learning
- semi supervised clustering
- semi supervised
- unsupervised learning
- clustering algorithm
- data clustering
- labeled data
- instance level constraints
- unlabeled data
- hierarchical clustering
- semi supervised classification
- machine learning
- constrained clustering
- cluster analysis
- graph construction
- unsupervised clustering
- active learning
- data points
- manifold regularization
- supervised learning
- pairwise constraints
- co training
- clustering method
- graph based semi supervised learning
- label propagation
- knowledge representation
- background knowledge
- k means
- prior knowledge
- metric learning
- spectral clustering
- transfer learning
- multi view
- knowledge discovery
- learning models
- supervised classification
- relational data
- semi supervised learning algorithms
- pairwise
- training data