Popularity and Demographic Biases in Recommender Systems

Popularity and Demographic Biases in Recommender Systems

ACM FAccT Conference via YouTube Direct link

Introduction

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1 of 21

Introduction

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Classroom Contents

Popularity and Demographic Biases in Recommender Systems

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  1. 1 Introduction
  2. 2 Core Question
  3. 3 What is a Recommender
  4. 4 How do we make sure systems are good for everyone
  5. 5 What are we looking at
  6. 6 Vocabulary
  7. 7 Valuation Strategies
  8. 8 Data
  9. 9 Datasets
  10. 10 Results
  11. 11 Algorithms
  12. 12 Initial Results
  13. 13 Profile Size
  14. 14 Resampling
  15. 15 Popularity Bias
  16. 16 Fixing Popularity Bias
  17. 17 Limitations
  18. 18 Upcoming Workshops
  19. 19 Questions
  20. 20 Recommendations
  21. 21 Systematic differences

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