2 papers
stat.ML2024
Online Data Collection for Efficient Semiparametric Inference
Shantanu Gupta, Zachary C. Lipton, David Childers
While many works have studied statistical data fusion, they typically assume that the various datasets are given in advance. However, in practice, estimation requires difficult dat…
cs.LG2021
Efficient Online Estimation of Causal Effects by Deciding What to Observe
Shantanu Gupta, Zachary C. Lipton, David Childers
Researchers often face data fusion problems, where multiple data sources are available, each capturing a distinct subset of variables. While problem formulations typically take the…