Construct · 1 fields · 1 citations

disparate mistreatment: a standalone construct

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

● anchor · a standalone construct Nearest construct by meaning·not indexed

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Algorithmic fairness

unfairness defined as different misclassification rates across groups, such as unequal false positive or false negative rates.

In algorithmic fairness, disparate mistreatment refers to unfairness defined as different misclassification rates across groups, such as unequal false positive or false negative rates. This meaning comes from Zafar (2017) in Proceedings of the 26th International Conference on World Wide Web.[1]

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Nearby constructs

fairness4 fields · 4 citationsjingle · one word, four constructs Type I error1 fields · 1 citationsanchor · a standalone construct web3 fields · 7 citationsjingle · one word, three constructs

References

Zafar, M. B., Valera, I., Gomez Rodriguez, M., & Gummadi, K. P. (2017). Fairness Beyond Disparate Treatment & Disparate Impact: Learning Classification without Disparate Mistreatment. Proceedings of the 26th International Conference on World Wide Web. https://doi.org/10.1145/3038912.3052660

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