The Algorithmic Leviathan - Arbitrariness, Unfairness, and Opportunity in Algorithmic Decision Making
Association for Computing Machinery (ACM) via YouTube
Overview
Syllabus
Intro
IS AUTOMATED DECISION-MAKING AN ALGORITHMIC LEVIATHAN
A HIRING MANAGER'S NIGHTMARE
STANDARDIZATION
WHAT IS ARBITRARINESS EXACTLY AND IS IT PROBLEMATICT
WHAT IS "ARBITRARINESS"?
A GOOD REASON: THREE TIERS OF DEMANDINGNESS
ARBITRARINESS AT SCALE
THRESHOLD HARM TO AUTONOMY
SYSTEMATICITY IS THE MORAL PROBLEM, NOT ARBITRARINESS
WHO IS THE ALGORITHMIC JOB?
TECHNICAL SOLUTION? RANDOM CLASSIFIER ENSEMBLE
VALUE OF RANDOM CLASSIFIER ENSEMBLES
Taught by
ACM FAccT Conference