Fairness in Supervised Learning: An Information Theoretic Approach.
AmirEmad GhassamiSajad KhodadadianNegar KiyavashPublished in: ISIT (2018)
Keyphrases
- supervised learning
- training data
- unsupervised learning
- active learning
- learning problems
- semi supervised
- training set
- training samples
- machine learning
- statistical learning
- learning tasks
- supervised machine learning
- supervised classification
- training examples
- semi supervised learning
- labeled data
- reinforcement learning
- class labels
- game theory
- multiple instance learning
- unlabeled data
- decision trees
- neural network
- resource allocation
- information systems
- artificial intelligence
- generalization error
- learning algorithm
- hard constraints