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