4 papers
A Deep Latent Factor Graph Clustering with Fairness-Utility Trade-off Perspective
Siamak Ghodsi, Amjad Seyedi, Tai Le Quy +2
Fair graph clustering seeks partitions that respect network structure while maintaining proportional representation across sensitive groups, with applications spanning community de…
Network Inequality through Preferential Attachment, Triadic Closure, and Homophily
Jan Bachmann, Samuel Martin-Gutierrez, Lisette EspÃn-Noboa +2
Inequalities in social networks arise from linking mechanisms, such as preferential attachment (connecting to popular nodes), homophily (connecting to similar others), and triadic…
hyperFA*IR: A hypergeometric approach to fair rankings with finite candidate pool
Mauritz N. Cartier van Dissel, Samuel Martin-Gutierrez, Lisette EspÃn-Noboa +2
Ranking algorithms play a pivotal role in decision-making processes across diverse domains, from search engines to job applications. When rankings directly impact individuals, ensu…
Intersectional inequalities in social networks
Samuel Martin-Gutierrez, Mauritz N. Cartier van Dissel, Fariba Karimi
Social networks are shaped by complex, intersecting identities that drive our connection preferences. These preferences weave networks where certain groups hold privileged position…