Overview
Syllabus
Intro
A personalized pricing model
Application of personalized pricing
Legislation to guarantee fairness
This research focuses on pricing algorithms
Fairness constraints in this research
Structure of today's talk
Model of personalized pricing
Formal definition of price fairness
Benchmark and regret
Challenges from group fairness: classical algorithms no longer work
Challenges from time fairness: cannot update price frequently
Algorithm: Fair Pricing with UCB (FaPU)
Performance of FaPU
Price gouging when demand is non-stationary
Model non-stationary demand
Idea of Algorithm FaPU-Master
Regret of Algorithm FaPU-Master
Brief Discussion of Demand Fairness
Taught by
GERAD Research Center