Construct · 1 fields · 1 citations

fairness through awareness: a standalone construct

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Machine learning

the requirement that a classifier treat similar individuals similarly, defined through a task-specific similarity metric.

In machine learning, fairness through awareness refers to the requirement that a classifier treat similar individuals similarly, defined through a task-specific similarity metric. This meaning comes from Dwork (2012) in Proceedings of the 3rd Innovations in Theoretical Computer Science Conference.[1]

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Nearby constructs

awareness3 fields · 5 citationsjingle · one word, three constructs equity of attention1 fields · 1 citationsanchor · a standalone construct fairness4 fields · 4 citationsjingle · one word, four constructs

References

Dwork, C., Hardt, M., Pitassi, T., Reingold, O., & Zemel, R. (2012). Fairness through awareness. Proceedings of the 3rd Innovations in Theoretical Computer Science Conference. https://doi.org/10.1145/2090236.2090255

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