Finding Fairness - Incorporating Societal Values in Computer Algorithms

Finding Fairness - Incorporating Societal Values in Computer Algorithms

Harvard University via YouTube Direct link

What should the Metric Capture?

13 of 15

13 of 15

What should the Metric Capture?

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Finding Fairness - Incorporating Societal Values in Computer Algorithms

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  1. 1 Intro
  2. 2 Sample Space of an Experiment
  3. 3 Differentially Private Data Analysis
  4. 4 Fundamental Law of Info Recovery
  5. 5 Privacy Preserving Data Analysis?
  6. 6 Differential Privacy
  7. 7 Teachings vs Participation
  8. 8 Did You Floss Last Night?
  9. 9 Conditional Probability
  10. 10 Classification Algorithms
  11. 11 Defining Fairness for Groups • Group fairness properties are statistical requirements
  12. 12 Defining Fairness for Groups Group fairness properties are statistical requirements
  13. 13 What should the Metric Capture?
  14. 14 Fair Affirmative Action via Rankings
  15. 15 FAA via Metrics (highly simplified) Sage

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