2 papers
cs.LG2024
Towards Cohesion-Fairness Harmony: Contrastive Regularization in Individual Fair Graph Clustering
Siamak Ghodsi, Seyed Amjad Seyedi, Eirini Ntoutsi
Conventional fair graph clustering methods face two primary challenges: i) They prioritize balanced clusters at the expense of cluster cohesion by imposing rigid constraints, ii) E…
cs.LG2023
Affinity Clustering Framework for Data Debiasing Using Pairwise Distribution Discrepancy
Siamak Ghodsi, Eirini Ntoutsi
Group imbalance, resulting from inadequate or unrepresentative data collection methods, is a primary cause of representation bias in datasets. Representation bias can exist with re…