SAFER-STUDENT for Safe Deep Semi-Supervised Learning With Unseen-Class Unlabeled Data.
Rundong HeZhongyi HanXiankai LuYilong YinPublished in: IEEE Trans. Knowl. Data Eng. (2024)
Keyphrases
- semi supervised learning
- unlabeled data
- labeled data
- semi supervised
- class labels
- training examples
- positive examples
- label information
- supervised learning
- semi supervised classification
- co training
- labeled examples
- labeled training data
- label propagation
- unsupervised learning
- active learning
- training set
- labeled and unlabeled data
- training data
- semi supervised learning algorithms
- learning problems
- semi supervised learning methods
- machine learning
- labeled samples
- unlabeled training data
- number of labeled examples
- data points
- learning environment
- supervised learning algorithms
- improve the classification accuracy
- multi view learning
- manifold regularization
- unlabeled examples
- semisupervised learning
- text classification
- regularization framework
- transductive svm
- inductive inference
- data mining
- e learning
- pairwise
- learning process
- multi view
- training samples
- transfer learning
- decision boundary