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Fair and Interpretable Decision Rules for Binary Classification

Fair and Interpretable Decision Rules for Binary Classification

Institute for Pure & Applied Mathematics (IPAM) via YouTube Direct link

Intro

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Intro

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Classroom Contents

Fair and Interpretable Decision Rules for Binary Classification

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  1. 1 Intro
  2. 2 Fair and Interpretable Classification
  3. 3 Binary Classification
  4. 4 Interpretation
  5. 5 Assumptions
  6. 6 Feature Space
  7. 7 Integer Program
  8. 8 Pricing Problem
  9. 9 Computational Approach
  10. 10 Data Sets
  11. 11 Humming Loss vs Accuracy
  12. 12 Control of Fairness
  13. 13 Comparison
  14. 14 Conclusion

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