Xiaoying Tian

Why Adaptively Collected Data Have Negative Bias and How to Correct for It

From scientific experiments to online A/B testing, the previously observed data often affects how future experiments are performed, which in turn affects which data will be collected. Such adaptivity introduces complex correlations between the data and the collection procedure. In this paper, we pro…