Construct · 1 fields · 1 citations

demographic parity: a standalone construct

One name. One construct. A landmark on the map.

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demographicparity1 CONSTRUCTDemographic parityCALDERS · ALGORITHMIC FAIRNESS

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Algorithmic fairness

a fairness criterion requiring that positive predictions occur at the same rate across groups defined by a sensitive attribute.

In algorithmic fairness, demographic parity refers to a fairness criterion requiring that positive predictions occur at the same rate across groups defined by a sensitive attribute. This meaning comes from Calders (2010) in Data Mining and Knowledge Discovery.[1]

Unit
Recovery means
Measured by

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Nearby constructs

attribute3 fields · 5 citationsjingle · one word, three constructsfairness4 fields · 4 citationsjingle · one word, four constructsknowledge6 fields · 12 citationsjingle · one name, six constructs

References

  1. Calders, T., & Verwer, S. (2010). Three naive Bayes approaches for discrimination-free classification. Data Mining and Knowledge Discovery, 21(2), 277-292. https://doi.org/10.1007/s10618-010-0190-x

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