Practical Policy Optimization with Personalized Experimentation

no code implementations • 30 Mar 2023 • Mia Garrard, Hanson Wang, Ben Letham, Shaun Singh, Abbas Kazerouni, Sarah Tan, Zehui Wang, Yin Huang, Yichun Hu, Chad Zhou, Norm Zhou, Eytan Bakshy

Many organizations measure treatment effects via an experimentation platform to evaluate the casual effect of product variations prior to full-scale deployment.

Personalization for Web-based Services using Offline Reinforcement Learning

no code implementations • 10 Feb 2021 • Pavlos Athanasios Apostolopoulos, Zehui Wang, Hanson Wang, Chad Zhou, Kittipat Virochsiri, Norm Zhou, Igor L. Markov

Large-scale Web-based services present opportunities for improving UI policies based on observed user interactions.

reinforcement-learning Reinforcement Learning (RL)