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The Cost of Fairness in Binary Classification

The Cost of Fairness in Binary Classification

ACM FAccT Conference via YouTube Direct link

Introduction

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1 of 12

Introduction

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Classroom Contents

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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