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Fairness Rising from the Ranks: HITS and PageRank on Homophilic Networks
In this paper, we investigate the conditions under which link analysis algorithms prevent minority groups from reaching high ranking slots.
Biased Programmers? Or Biased Data? A Field Experiment in Operationalizing AI Ethics
We find that biased predictions are mostly caused by biased training data.
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