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stat.ME2026
Causal Inference for Functional Treatments with Stochastic Policies
Martha Barnard, Jared D. Huling, Julian Wolfson
Wearable devices can accurately measure human behavior, providing a unique opportunity to understand how behavior impacts health. Recent studies leveraging functional regression me…
stat.ME2025
Partially Retargeted Balancing Weights for Causal Effect Estimation Under Positivity Violations
Martha Barnard, Jared D. Huling, Julian Wolfson
Positivity violations, which occur when some subgroups either always or never receive a treatment of interest, pose significant challenges for causal effect estimation with observa…
stat.ME2023
A flexible framework for synthesizing human activity patterns with application to sequential categorical data
Zuofu Huang, Julian Wolfson, Jayne A. Fulkerson +2
The ability to synthesize realistic data in a parametrizable way is valuable for a number of reasons, including privacy, missing data imputation, and evaluating the performance of…