The Algorithmic Leviathan - Arbitrariness, Unfairness, and Opportunity in Algorithmic Decision Making

The Algorithmic Leviathan - Arbitrariness, Unfairness, and Opportunity in Algorithmic Decision Making

ACM FAccT Conference via YouTube Direct link

STANDARDIZATION

4 of 13

4 of 13

STANDARDIZATION

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The Algorithmic Leviathan - Arbitrariness, Unfairness, and Opportunity in Algorithmic Decision Making

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  1. 1 Intro
  2. 2 IS AUTOMATED DECISION-MAKING AN ALGORITHMIC LEVIATHAN
  3. 3 A HIRING MANAGER'S NIGHTMARE
  4. 4 STANDARDIZATION
  5. 5 WHAT IS ARBITRARINESS EXACTLY AND IS IT PROBLEMATICT
  6. 6 WHAT IS "ARBITRARINESS"?
  7. 7 A GOOD REASON: THREE TIERS OF DEMANDINGNESS
  8. 8 ARBITRARINESS AT SCALE
  9. 9 THRESHOLD HARM TO AUTONOMY
  10. 10 SYSTEMATICITY IS THE MORAL PROBLEM, NOT ARBITRARINESS
  11. 11 WHO IS THE ALGORITHMIC JOB?
  12. 12 TECHNICAL SOLUTION? RANDOM CLASSIFIER ENSEMBLE
  13. 13 VALUE OF RANDOM CLASSIFIER ENSEMBLES

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