4 papers
Infinite Hidden Markov Models for Multiple Multivariate Time Series with Missing Data
Lauren Hoskovec, Matthew D. Koslovsky, Kirsten Koehler +4
Exposure to air pollution is associated with increased morbidity and mortality. Recent technological advancements permit the collection of time-resolved personal exposure data. Suc…
Integrating Biological Knowledge in Kernel-Based Analyses of Environmental Mixtures and Health
Glen McGee, Ander Wilson, Brent A Coull +1
A key goal of environmental health research is to assess the risk posed by mixtures of pollutants. As epidemiologic studies of mixtures can be expensive to conduct, it behooves res…
Multiple exposure distributed lag models with variable selection
Joseph Antonelli, Ander Wilson, Brent Coull
Distributed lag models are useful in environmental epidemiology as they allow the user to investigate critical windows of exposure, defined as the time period during which exposure…
Bayesian Nonparametric Monotone Regression
Ander Wilson, Jessica Tryner, Christian L'Orange +1
In many applications there is interest in estimating the relation between a predictor and an outcome when the relation is known to be monotone or otherwise constrained due to the p…