Consistency of Fractional Graph-Laplacian Regularization in Semisupervised Learning with Finite Labels.
Adrien WeihsMatthew ThorpePublished in: SIAM J. Math. Anal. (2024)
Keyphrases
- graph laplacian
- semisupervised learning
- semi supervised learning
- label propagation
- unlabeled data
- spectral clustering
- label information
- labeled and unlabeled data
- semi supervised
- labeled data
- training data
- random walk
- kernel machines
- co training
- spectral analysis
- euclidean space
- supervised learning
- class labels
- pairwise
- weighted graph
- training examples
- pairwise constraints
- active learning
- machine learning
- multi label
- cost sensitive
- text categorization
- training set
- transfer learning
- learning problems
- data sets
- text classification
- k means
- learning algorithm