16 citations · 57 across the 21 of their papers we have counts for
6 papers · 1 filter
Time-Varying Confounding Bias in Observational Geoscience with Application to Induced Seismicity
Yuchen Xiao, Corwin Zigler, Peter H. Hennings +1
Evidence derived primarily from physical models has identified saltwater disposal as the dominant causal factor that contributes to induced seismicity. To complement physical model…
Bayesian Nonhomogeneous hidden Markov models to leverage routine in physical activity monitoring with informative wear time
Beatrice Cantoni, Savannah V. Rauschendorfer, Michael E. Roth +3
Missing data is among the most prominent challenges in the analysis of physical activity (PA) data collected from wearable devices, with the threat of nonignorabile missingness ari…
Causal health impacts of power plant emission controls under modeled and uncertain physical process interference
Nathan B. Wikle, Corwin M. Zigler
Causal inference with spatial environmental data is often challenging due to the presence of interference: outcomes for observational units depend on some combination of local and…
A Source-Oriented Approach to Coal Power Plant Emissions Health Effects
Kevin Cummiskey, Chanmin Kim, Christine Choirat +3
There is increasing focus on whether air pollution originating from different sources has different health implications. In particular, recent evidence suggests that fine particula…
Evaluating Federal Policies Using Bayesian Time Series Models: Estimating the Causal Impact of the Hospital Readmissions Reduction Program
Georgia Papadogeorgou, Fiammetta Menchetti, Christine Choirat +3
Researchers are often faced with evaluating the effect of a policy or program that was simultaneously initiated across an entire population of units at a single point in time, and…
The potential for bias in principal causal effect estimation when treatment received depends on a key covariate
Corwin M. Zigler, Thomas R. Belin
Motivated by a potential-outcomes perspective, the idea of principal stratification has been widely recognized for its relevance in settings susceptible to posttreatment selection…