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Mitigating Bias in Set Selection with Noisy Protected Attributes

Mitigating Bias in Set Selection with Noisy Protected Attributes

ACM FAccT Conference via YouTube Direct link

Introduction

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Introduction

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Mitigating Bias in Set Selection with Noisy Protected Attributes

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  1. 1 Introduction
  2. 2 Subset Selection
  3. 3 Fair Subset Selection
  4. 4 Missing Protected Attributes
  5. 5 Noise Model
  6. 6 Denoise Problem
  7. 7 Simulation
  8. 8 Fairness Metric
  9. 9 Conclusion

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