Do not trust what you trust: Miscalibration in Semi-supervised Learning.
Shambhavi MishraBalamurali MurugesanIsmail Ben AyedMarco PedersoliJose DolzPublished in: CoRR (2024)
Keyphrases
- semi supervised learning
- semi supervised
- supervised learning
- unlabeled data
- labeled data
- co training
- semi supervised classification
- active learning
- unsupervised learning
- learning problems
- graph based semi supervised learning
- training data
- machine learning
- text classification
- pairwise
- learning models
- manifold regularization
- transfer learning
- domain adaptation
- labeled examples
- improve the classification accuracy
- label propagation
- data sets
- semi supervised learning methods
- semi supervised learning algorithms
- real world
- labeled and unlabeled data
- data mining
- face recognition
- data points
- multi view