Revisiting pretraining for semi-supervised learning in the low-label regime.
Xun XuJingyi LiaoLile CaiManh Cuong NguyenKangkang LuWanyue ZhangYasin YaziciChuan Sheng FooPublished in: Neurocomputing (2024)
Keyphrases
- semi supervised learning
- label propagation
- semi supervised
- unlabeled data
- multi label classification
- labeled data
- multi instance learning
- supervised learning
- active learning
- unsupervised learning
- text categorization
- semi supervised classification
- partially labeled
- class labels
- labeled examples
- machine learning
- improve the classification accuracy
- multi label
- co training
- manifold regularization
- domain adaptation
- learning models
- unlabeled instances
- label information
- multi instance
- regularization framework
- graph based semi supervised learning
- semi supervised learning algorithms
- graph construction
- training data
- labeled and unlabeled data
- transfer learning
- pairwise
- pattern recognition
- feature selection