Construct · 1 fields · 1 citations

counterfactual fairness: a standalone construct

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Algorithmic fairness

a decision is fair to an individual if it would stay the same in a counterfactual world where only their protected attribute differed, defined with causal models.

In algorithmic fairness, counterfactual fairness refers to a decision is fair to an individual if it would stay the same in a counterfactual world where only their protected attribute differed, defined with causal models. This meaning comes from Kusner (2017) in arXiv.[1]

Unit
Recovery means
Measured by

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Nearby constructs

attribute3 fields · 5 citationsjingle · one word, three constructs fairness4 fields · 4 citationsjingle · one word, four constructs

References

Kusner, M. J., Loftus, J. R., Russell, C., & Silva, R. (2017). Counterfactual Fairness. arXiv. https://doi.org/10.48550/arxiv.1703.06856

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