From Zero to Cybersecurity Analyst

The Cost of Fairness in Binary Classification

The Cost of Fairness in Binary Classification

ACM FAccT Conference via YouTube Direct link

Partial truth of stereotypes

12 of 12
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12 of 12

Partial truth of stereotypes

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The Cost of Fairness in Binary Classification

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  1. 1 Introduction
  2. 2 Binary classification
  3. 3 Loss function
  4. 4 Why bother
  5. 5 Formalization
  6. 6 Risk
  7. 7 Analysis
  8. 8 Fairness aware setting
  9. 9 Optimal classifier
  10. 10 Fairness frontier
  11. 11 Interpretations implications
  12. 12 Partial truth of stereotypes

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