Scalable Spectral Clustering with Group Fairness Constraints.
Ji WangDing LuIan DavidsonZhaojun BaiPublished in: AISTATS (2023)
Keyphrases
- spectral clustering
- pairwise constraints
- constrained clustering
- pairwise
- data clustering
- k means
- clustering algorithm
- image segmentation
- clustering method
- similarity matrix
- pairwise similarities
- graph laplacian
- normalized cut
- eigendecomposition
- instance level constraints
- affinity matrix
- constrained spectral clustering
- label propagation
- spectral methods
- evolutionary clustering
- alternative clusterings
- nonnegative matrix factorization
- graph partitioning
- constraint satisfaction
- image processing
- model selection
- laplacian matrix