Cluster-aware Semi-supervised Learning: Relational Knowledge Distillation Provably Learns Clustering.
Yijun DongKevin MillerQi LeiRachel WardPublished in: CoRR (2023)
Keyphrases
- semi supervised learning
- semi supervised clustering
- semi supervised
- unsupervised learning
- clustering algorithm
- labeled data
- unlabeled data
- instance level constraints
- supervised learning
- data points
- semi supervised classification
- data clustering
- hierarchical clustering
- cluster analysis
- constrained clustering
- background knowledge
- k means
- label propagation
- manifold regularization
- dirichlet process mixture models
- machine learning
- knowledge representation
- clustering method
- learning models
- unsupervised clustering
- training data
- semi supervised learning algorithms
- active learning
- document clustering
- pair wise constraints
- prior knowledge
- co training
- relational data
- high dimensional data
- data objects
- class labels
- graph based semi supervised learning
- transfer learning
- learning algorithm
- data mining