Fairness-aware PageRank via Edge Reweighting

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Authors: Honglian Wang, Haoyun Zhou, Aristides Gionis
Cited by: 0

Abstract

Link-analysis algorithms, such as PageRank, are instrumental in understanding the structural dynamics of networks by evaluating the importance of individual vertices based on their connectivity. Recently, with the rising importance of responsible AI, the question of fairness in link-analysis algorithms has gained traction.

Fields of Study & Subjects

Advanced Graph Neural Networks Complex Network Analysis Techniques Ethics and Social Impacts of AI

Publication details

Pages
661–670
Publication date
16 February 2026
Language
EN