SoftMatch: Addressing the Quantity-Quality Trade-off in Semi-supervised Learning.
Hao ChenRan TaoYue FanYidong WangJindong WangBernt SchieleXing XieBhiksha RajMarios SavvidesPublished in: CoRR (2023)
Keyphrases
- semi supervised learning
- trade off
- semi supervised
- unlabeled data
- labeled data
- semi supervised classification
- machine learning
- supervised learning
- unsupervised learning
- learning problems
- graph based semi supervised learning
- manifold regularization
- semi supervised learning algorithms
- label propagation
- co training
- labeled examples
- training data
- active learning
- improve the classification accuracy
- learning models
- domain adaptation
- labeled and unlabeled data
- data sets
- graph construction
- regularization framework
- pattern recognition
- pairwise
- model selection
- information extraction