Choosing the Better Bandit Algorithm under Data Sharing: When Do A/B Experiments Work?

Shuangning Li, Chonghuan Wang, Jingyan Wang

We study A/B experiments that are designed to compare the performance of two recommendation algorithms. Prior work has observed that the stable unit treatment value assumption (SUT…