Building User Trust in Recommendations via Fairness and Explanations
Association for Computing Machinery (ACM) via YouTube
Overview
Syllabus
Intro
Trust in Al Systems
How do people feel about Al systems?
Ethical principles in Al systems
What is Fairness?
Let's break it down
For Whom?
When is the distribution fair?
Of What?
Fairness of Utility
Fairness of Exposure
Taxonomy of Fairness in Recommendations
Explaining Recommendations
Why Explain?
White Box vs Black-Box Models
Local Proxy Models
Counterfactual Explanations
Towards Fairness-Aware Explanations
Take Away
Taught by
ACM SIGCHI