Don't Throw it Away! The Utility of Unlabeled Data in Fair Decision Making.
Miriam RateikeAyan MajumdarOlga MineevaKrishna P. GummadiIsabel ValeraPublished in: FAccT (2022)
Keyphrases
- unlabeled data
- labeled data
- semi supervised learning
- semi supervised
- active learning
- co training
- data points
- training data
- supervised learning
- text classification
- labeled examples
- semi supervised classification
- labeled and unlabeled data
- learning algorithm
- training set
- labeled training data
- text categorization
- class labels
- number of labeled examples
- prior knowledge
- training examples
- small set of labeled
- label propagation
- supervised learning algorithms
- machine learning
- transfer learning
- positive examples
- domain adaptation
- unsupervised learning
- semi supervised learning algorithms
- manifold regularization
- labeled data for training
- multi view
- text mining
- multi class
- knowledge discovery
- pairwise
- semisupervised learning
- information retrieval
- neural network
- select relevant features