Translation Tutorial - Causal Fairness Analysis

Translation Tutorial - Causal Fairness Analysis

ACM FAccT Conference via YouTube Direct link

Discrimination in UCI Adult

9 of 14

9 of 14

Discrimination in UCI Adult

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Translation Tutorial - Causal Fairness Analysis

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  1. 1 Structural Causal Model (SCM)
  2. 2 SCM M + Causal Diagram G
  3. 3 Berkeley admission Students apply for university's admission (7), and choose specific departments to which they wish to
  4. 4 COMPAS prediction. Northpointe are trying to predict represents the age, variable represents prior convictions, and
  5. 5 UCI Adult). The US census data records whether a person
  6. 6 Causal Fairness Framework: Step 2
  7. 7 Causal Fairness Framework (Summary)
  8. 8 The "Standard Fairness Model"
  9. 9 Discrimination in UCI Adult
  10. 10 Counterfactual Direct Effect
  11. 11 Counterfactual Indirect Effect
  12. 12 Thought Experiment III
  13. 13 Counterfactual Spurious Effect
  14. 14 Causal Explanation Formula

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