Revisiting Pretraining for Semi-Supervised Learning in the Low-Label Regime.
Xun XuJingyi LiaoLile CaiCuong Manh NguyenKangkang LuWanyue ZhangYasin YaziciChuan Sheng FooPublished in: CoRR (2022)
Keyphrases
- semi supervised learning
- label propagation
- semi supervised
- multi label classification
- unlabeled data
- labeled data
- multi instance learning
- semi supervised classification
- active learning
- supervised learning
- machine learning
- training data
- class labels
- partially labeled
- graph based semi supervised learning
- unsupervised learning
- semi supervised learning algorithms
- text categorization
- labeled examples
- manifold regularization
- multi label
- co training
- unlabeled instances
- multi instance
- graph construction
- learning models
- label information
- domain adaptation
- pattern recognition
- transfer learning
- improve the classification accuracy
- discriminative models
- regularization framework
- training examples
- text classification
- prior knowledge
- feature extraction