36 citations · 167 across the 23 of their papers we have counts for
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stat.ME2018★ 27 cited
A confounding bridge approach for double negative control inference on causal effects
Wang Miao, Xu Shi, Yilin Li +1
Unmeasured confounding is a key challenge for causal inference. In this paper, we establish a framework for unmeasured confounding adjustment with negative control variables. A neg…
stat.ME2018★ 11 cited
Multiply Robust Causal Inference with Double Negative Control Adjustment for Categorical Unmeasured Confounding
Xu Shi, Wang Miao, Jennifer C. Nelson +1
Unmeasured confounding is a threat to causal inference in observational studies. In recent years, use of negative controls to mitigate unmeasured confounding has gained increasing…