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