16 citations · 57 across the 21 of their papers we have counts for
17 papers · 1 filter
Disentangling network dependence among multiple variables
Zhejia Dong, Corwin Zigler, Youjin Lee
When two variables depend on the same or similar underlying network, their shared network dependence structure can lead to spurious associations. While statistical associations bet…
Multivariate Causal Effects: a Bayesian Causal Regression Factor Model
Dafne Zorzetto, Jenna Landy, Corwin Zigler +2
The impact of wildfire smoke on air quality is a growing concern, contributing to air pollution through a complex mixture of chemical species with important implications for public…
Bayesian Nonparametric Trees for Principal Causal Effects
Chanmin Kim, Corwin Zigler
Principal stratification analysis evaluates how causal effects of a treatment on a primary outcome vary across strata of units defined by their treatment effect on some intermediat…
Causal Analysis of Air Pollution Mixtures: Estimands, Positivity, and Extrapolation
Joseph Antonelli, Corwin Zigler
Causal inference for air pollution mixtures is an increasingly important issue with appreciable challenges. When the exposure is a multivariate mixture, there are many exposure con…
Statistical Inference for Complete and Incomplete Mobility Trajectories under the Flight-Pause Model
Marcin Jurek, Catherine A. Calder, Corwin Zigler
We formulate a statistical flight-pause model for human mobility, represented by a collection of random objects, called motions, appropriate for mobile phone tracking (MPT) data. W…
Bayesian Nonparametric Adjustment of Confounding
Chanmin Kim, Mauricio Tec, Corwin M Zigler
Analysis of observational studies increasingly confronts the challenge of determining which of a possibly high-dimensional set of available covariates are required to satisfy the a…