Fairness Rising from the Ranks: HITS and PageRank on Homophilic Networks

Ana-Andreea Stoica, Nelly Litvak, Augustin Chaintreau

In this paper, we investigate the conditions under which link analysis algorithms prevent minority groups from reaching high ranking slots. We find that the most common link-based…