activity
20142023
most citedBayesian Distributed Lag Interaction Models to Identify Perinatal Windows of Vulnerability in Children's Health

78 citations · 267 across the 13 of their papers we have counts for

collaborators

13 papers

stat.AP2023

A hierarchical Bayesian model for estimating age-specific COVID-19 infection fatality rates in developing countries

Sierra Pugh, Andrew T. Levin, Gideon Meyerowitz-Katz +6

The COVID-19 infection fatality rate (IFR) is the proportion of individuals infected with SARS-CoV-2 who subsequently die. As COVID-19 disproportionately affects older individuals,…

stat.ME2023

Incorporating prior information into distributed lag nonlinear models with zero-inflated monotone regression trees

Daniel Mork, Ander Wilson

In environmental health research there is often interest in the effect of an exposure on a health outcome assessed on the same day and several subsequent days or lags. Distributed…

stat.ME2022

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…

stat.ME2022

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…

stat.ME2021★ 12 cited

Heterogeneous Distributed Lag Models to Estimate Personalized Effects of Maternal Exposures to Air Pollution

Daniel Mork, Marianthi-Anna Kioumourtzoglou, Marc Weisskopf +2

Children's health studies support an association between maternal environmental exposures and children's birth outcomes. A common goal is to identify critical windows of susceptibi…

stat.ME2021

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…

stat.ME2021★ 31 cited

Estimating Perinatal Critical Windows of Susceptibility to Environmental Mixtures via Structured Bayesian Regression Tree Pairs

Daniel Mork, Ander Wilson

Maternal exposure to environmental chemicals during pregnancy can alter birth and children's health outcomes. Research seeks to identify critical windows, time periods when the exp…

stat.ME2021★ 34 cited

Bayesian Multiple Index Models for Environmental Mixtures

Glen McGee, Ander Wilson, Thomas F. Webster +1

An important goal of environmental health research is to assess the risk posed by mixtures of environmental exposures. Two popular classes of models for mixtures analyses are respo…

stat.ME2020★ 40 cited

Treed distributed lag nonlinear models

Daniel Mork, Ander Wilson

In studies of maternal exposure to air pollution a children's health outcome is regressed on exposures observed during pregnancy. The distributed lag nonlinear model (DLNM) is a st…

stat.ME2020★ 4 cited

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…

stat.AP2019★ 37 cited

Kernel Machine and Distributed Lag Models for Assessing Windows of Susceptibility to Environmental Mixtures in Children's Health Studies

Ander Wilson, Hsiao-Hsien Leon Hsu, Yueh-Hsiu Mathilda Chiu +3

Exposures to environmental chemicals during gestation can alter health status later in life. Most studies of maternal exposure to chemicals during pregnancy have focused on a singl…

stat.ME2016★ 78 cited

Bayesian Distributed Lag Interaction Models to Identify Perinatal Windows of Vulnerability in Children's Health

Ander Wilson, Yueh-Hsiu Mathilda Chiu, Hsiao-Hsien Leon Hsu +3

Epidemiological research supports an association between maternal exposure to air pollution during pregnancy and adverse children's health outcomes. Advances in exposure assessment…

stat.AP2014★ 31 cited

Modeling the effect of temperature on ozone-related mortality

Ander Wilson, Ana G. Rappold, Lucas M. Neas +1

Climate change is expected to alter the distribution of ambient ozone levels and temperatures which, in turn, may impact public health. Much research has focused on the effect of s…