Bayesian Distributed Lag Models: Estimating Effects of Particulate Matter Air Pollution on Daily Mortality

DOI10.1111/J.1541-0420.2007.01039.XzbMath1159.62088OpenAlexW2099665091WikidataQ46658824 ScholiaQ46658824MaRDI QIDQ3623772

Scott L. Zeger, Francesca Dominici, Leah J. Welty, Roger D. Peng

Publication date: 23 April 2009

Published in: Biometrics (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1111/j.1541-0420.2007.01039.x

zbMATH Keywords

smoothingtime seriespenalized splinesNMMAPS

Mathematics Subject Classification ID

Applications of statistics to biology and medical sciences; meta analysis (62P10) Applications of statistics to environmental and related topics (62P12) Bayesian inference (62F15) Estimation in survival analysis and censored data (62N02)

Related Items (9)

A Penalized Framework for Distributed Lag Non-Linear Models ⋮ Restricted estimation of distributed lag model from a Bayesian point of view ⋮ Synthetically lagged models ⋮ Flexible distributed lag models using random functions with application to estimating mortality displacement from heat-related deaths ⋮ Wavelet-based functional linear mixed models: an application to measurement error-corrected distributed lag models ⋮ A new variance component score test for testing distributed lag functions with applications in time series analysis ⋮ Bayesian Analysis of Time‐Series Data under Case‐Crossover Designs: Posterior Equivalence and Inference ⋮ Distributed Lag Models for Hydrological Data ⋮ Nonparametric Bayesian functional meta-regression: applications in environmental epidemiology

Uses Software

• SemiPar

Cites Work

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• Flexible smoothing with \(B\)-splines and penalties. With comments and a rejoinder by the authors
• Age at First Marriage in Malawi: A Bayesian Multilevel Analysis Using a Discrete Time-to-Event Model
• Revisiting distributed lag models through a Bayesian perspective
• A Distributed Lag Estimator Derived from Smoothness Priors
• Semiparametric Regression
• Generalized additive distributed lag models: quantifying mortality displacement
• Improved Semiparametric Time Series Models of Air Pollution and Mortality

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