Is Fairness Only Metric Deep? Evaluating and Addressing Subgroup Gaps in Deep Metric Learning.
Natalie DullerudKarsten RothKimia HamidiehNicolas PapernotMarzyeh GhassemiPublished in: CoRR (2022)
Keyphrases
- metric learning
- distance metric
- pairwise
- mahalanobis metric
- semi supervised
- distance metric learning
- dimensionality reduction
- mahalanobis distance
- distance function
- machine learning and pattern recognition
- nearest neighbor classification
- learning tasks
- multi task
- semi supervised clustering
- feature space
- semi definite programming
- neural network
- sparse metric learning
- semi supervised learning
- nearest neighbor
- decision trees
- distance measure
- learned metric
- image processing