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Fuying Ding on Muck Rack

Fuying Ding

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Federated causal inference for effect estimation in healthcare: methods, challenges, and applications

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By Haoyang Li, Meihan Wei, Wenhan Zheng, Jie Xu, Max Sunog, Colin Magdamo, Mark Albers, Fei Wang, Chengxi Zang, Zheqi Lyu, Simai Cheng, Fuying Ding, Kyra Gan
| Nature Verified
Abstract Federated causal inference enables treatment-effect estimation across healthcare systems without centralizing patient-level data. We review methods for binary, continuous, and time-to-event outcomes through three lenses: estimand, distributed-computation protocol, and privacy mechanism.
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