Algorithms that "Don't See Color": Comparing Biases in Lookalike and Special Ad Audiences

Gosh Avijit
Gosh Avijit
Kaplan Levi
Kaplan Levi
Rieke Aaron
Rieke Aaron
Cited by: 0|Bibtex|Views50
Other Links: arxiv.org

Abstract:

Today, algorithmic models are shaping important decisions in domains such as credit, employment, or criminal justice. At the same time, these algorithms have been shown to have discriminatory effects. Some organizations have tried to mitigate these effects by removing demographic features from an algorithm's inputs. If an algorithm is n...More

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