The Rich Get Richer: Disparate Impact of Semi-Supervised Learning.
Zhaowei ZhuTianyi LuoYang LiuPublished in: ICLR (2022)
Keyphrases
- semi supervised learning
- semi supervised
- unlabeled data
- labeled data
- supervised learning
- machine learning
- unsupervised learning
- label propagation
- semi supervised classification
- active learning
- improve the classification accuracy
- manifold regularization
- training data
- labeled examples
- transfer learning
- co training
- learning problems
- decision trees
- graph based semi supervised learning
- real world
- graph construction
- learning models
- domain adaptation
- learning tasks
- regularization framework
- text classification
- semi supervised learning algorithms
- semi supervised learning methods
- training set
- data analysis