AI Fairness (Approaches & Mathematical Definitions)

Notation

Modified from source

Statistical Fairness Criteria

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Independency, Separation, Sufficiency

Confusion matrix

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Individual Fairness

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Counterfactual Fairness

Source (one possibility for the Casual Model M)
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References & Credits

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