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Constrained Mixed-Effect Models with Ensemble Learning for Prediction of Nitrogen Oxides Concentrations at High Spatiotemporal Resolution

Spatiotemporal models to estimate ambient exposures at high spatiotemporal resolutions are crucial in large-scale air pollution epidemiological studies that follow participants over extended periods. Previous models typically rely on central-site monitoring data and/or covered short periods, limitin...

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Detalhes bibliográficos
Publicado no:Environ Sci Technol
Main Authors: Li, Lianfa, Lurmann, Fred, Habre, Rima, Urman, Robert, Rappaport, Edward, Ritz, Beate, Chen, Jiu-Chiuan, Gilliland, Frank D., Wu, Jun
Formato: Artigo
Idioma:Inglês
Publicado em: 2017
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5609852/
https://ncbi.nlm.nih.gov/pubmed/28727456
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1021/acs.est.7b01864
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