Don't Throw it Away! The Utility of Unlabeled Data in Fair Decision Making.
Miriam RateikeAyan MajumdarOlga MineevaKrishna P. GummadiIsabel ValeraPublished in: CoRR (2022)
Keyphrases
- domain adaptation
- unlabeled data
- labeled data
- semi supervised learning
- semi supervised
- co training
- active learning
- semi supervised classification
- labeled examples
- supervised learning
- transfer learning
- labeled and unlabeled data
- data points
- training set
- text classification
- text categorization
- training data
- training examples
- number of labeled examples
- learning algorithm
- labeled training data
- unsupervised learning
- prior knowledge
- data mining
- class labels
- labeled instances
- learning tasks
- positive examples
- multi class
- learning environment
- label propagation
- reinforcement learning
- supervised learning algorithms
- semisupervised learning
- small set of labeled
- labeled data for training