JSM2023
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Invited Paper Session

Advances in Causal Inference for Precision Health Using Wearable and Mobile Devices

Mon, Aug 7, 2:00 PM
Xiaoxuan CaiOrganizerLinda ValeriChair
Mental Health Statistics Section

4 Presentations

A varying-coefficient model for causal excursion effect using nested longitudinal data in mobile health
2:05 PM - 2:30 PM
Tianchen Qian (University of California, Irvine)
Causal estimands and identification for time-varying effects in non-stationary time series from N-of-1 observational mobile health data
2:30 PM - 2:55 PM
Xiaoxuan Cai (Columbia University)
Co-authors: Linda Valeri (Columbia University), Li Zeng, Jukka-Pekka Onnela
Instrumental Variable Approach to Estimating Individual Causal Effects in N-of-1 Trials: Application to I-STOP-AFib Study
2:55 PM - 3:20 PM
Kexin Qu
Co-authors: Christopher Schmid (Brown University), Tao Liu (Brown University)
A Reinforcement Learning Framework for Dynamic Mediation Analysis
3:20 PM - 3:45 PM
Zhenke Wu (University of Michigan)
Co-authors: Jitao Wang (University of Michigan), Lin Ge (North Carolina State University), Chengchun Shi, Rui Song (North Carolina State University)
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