Towards Fairness in Personalized Ads Using Impression Variance Aware Reinforcement Learning.
Aditya Srinivas TimmarajuMehdi MashayekhiMingliang ChenQi ZengQuintin FettesWesley CheungYihan XiaoManojkumar Rangasamy KannadasanPushkar TripathiSean GahaganMiranda BogenRob RoudaniPublished in: KDD (2023)
Keyphrases
- reinforcement learning
- function approximation
- e learning
- markov decision processes
- adaptive learning
- robotic control
- model free
- resource allocation
- user modeling
- learning process
- user profiles
- optimal policy
- transfer learning
- standard deviation
- multi agent
- temporal difference learning
- state space
- learning algorithm
- personalized information
- variance reduction
- reinforcement learning algorithms
- temporal difference
- covariance matrix
- game theory
- optimal control
- visual features
- intra class
- learning classifier systems
- online advertising
- personalized search
- display advertising
- learning problems
- fair exchange
- website
- targeted advertising