Caveats & Limitations on AI Fairness Approaches

Dilemma on Fairness (A case study on COMPAS)

Caveats & Limitations on Statistical Fairness Criteria

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Source (Data from Florida Broward County)
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Source (fail to appear (FTA), commit new criminal activity (NCA) or commit new violent criminal activity (NVCA).)
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Optimal solutions

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Limitations on Statistical Fairness Criteria

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What is Biased and What is Not

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Case Study (Job Advertisements)

Source (A 2021 paper)

Human v.s. Machines

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Deep Learning

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