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Document type:
Zeitschriftenaufsatz 
Author(s):
Keller, Joshua P.; Drton, Mathias; Larson, Timothy; Kaufman, Joel D.; Sandler, Dale P.; Szpiro, Adam A. 
Title:
Covariate-adaptive clustering of exposures for air pollution epidemiology cohorts 
Abstract:
Cohort studies in air pollution epidemiology aim to establish associations between health outcomes and air pollution exposures. Statistical analysis of such associations is complicated by the multivariate nature of the pollutant exposure data as well as the spatial misalignment that arises from the fact that exposure data are collected at regulatory monitoring network locations distinct from cohort locations. We present a novel clustering approach for addressing this challenge. Specifically, we...    »
 
Keywords:
Air pollution, clustering, dimension reduction, particulate matter 
Dewey Decimal Classification:
510 Mathematik 
Journal title:
The Annals of Applied Statistics 
Year:
2017 
Journal volume:
11 
Year / month:
2017-04 
Quarter:
2. Quartal 
Month:
Apr 
Journal issue:
Pages contribution:
93-113 
Language:
en 
Fulltext / DOI:
Publisher:
Institute of Mathematical Statistics 
E-ISSN:
1932-6157 
Date of publication:
08.04.2017 
Format:
Text