Multiplicative factor analysis with a latent mixed model structure for air pollution exposure assessment

Environmetrics

Volumn 22, Issue 2, 2011, Pages 165-178

  Nikolov, Margaret C ^a   Coull, Brent A ^a   Catalano, Paul J ^a   Godleski, John J ^a  

^a HARVARD SCHOOL OF PUBLIC HEALTH   (United States)

Author keywords

Factor analysis; Latent variable; Mixed model; Multiplicative error; Source apportionment

Indexed keywords

ANIMAL; ATMOSPHERIC MODELING; ATMOSPHERIC POLLUTION; ERROR ANALYSIS; FACTOR ANALYSIS; MULTIVARIATE ANALYSIS; PARTICULATE MATTER; POLLUTION EFFECT; POLLUTION EXPOSURE; TOXICITY; TOXICITY TEST;

ANIMALIA;

EID: 79953152681     PISSN: 11804009     EISSN: 1099095X     Source Type: Journal    
DOI: 10.1002/env.1039     Document Type: Article

References (21)

1. Aitchison J, Ho C. 1989. The multivariate poisson-log normal distribution. Biometrika 76: 643-653.
2. Bandeen-Roche K. 1994. Resolution of additive mixtures into source components and contributions: a compositional approach. Journal of the American Statistical Association 89: 1450-1458.
3. Batalha JRF, Saldiva PHN, Clarke RW, Coull BA, Stearns RC, Lawrence J, Murthy GGK, Koutrakis P, Godleski JJ. 2002. Concentrated ambient air particles induce vasoconstriction of small pulmonary arteries in rats. Environmental Health Perspectives 110: 1191-1197.
4. Bedrick EJ, Christensen R, Johnson W. 1996. A new perspective on priors for generalized linear models. Journal of the American Statistical Association 91: 1450-1460.
5. Bedrick EJ, Christensen R, Johnson W. 1997. Bayesian binomial regression: predicting survival at a trauma center. American Statistician 51: 211-218.
6. Billheimer D. 2001. Compositional receptor modeling. Environmetrics 12: 451-467.
7. Casella G, Berger R. 1990. Statistical Inference. Duxbury Press: Belmont, CA.
8. Christensen WF, Sain SR. 2002. Accounting for dependence in a flexible multivariate receptor model. Technometrics 44: 328-337.
9. Clarke RW, Coull BA, Reinisch U, Catalano P, Killingsworth CR, Koutrakis P, Kavouras I, Murthy GGK, Lawrence J, Lovett E, Wolfson JM, Verrier RL, Godleski JJ. 2000. Inhaled concentrated ambient particles are associated with hematologic and bronchoalveolar lavage changes in canines. Environmental Health Perspectives 12: 1179-1187.
10. Diggle PJ, Heagerty P, Liang KY, Zeger SL. 2002. The Analysis of Longitudinal Data, 2nd edn. Oxford University Press: Oxford, England.
11. Kavouras IG, Koutrakis P, Cereceda-Balic F, Oyola P. 2001. Source apportionment of PM10 and PM2.5 in five Chilean cities using factor analysis. Journal of the Air & Waste Management Association 51: 451-464.
12. Kim E, Hopke PK, Larson TV, Covert DS. 2004. Analysis of ambient particle size distributions using unmix and positive matrix factorization. Environmental Science & Technology 38: 202-209.
13. Koutrakis P, Spengler JD. 1987. Source apportionment of ambient particles in Steubenville, Ohio using specific rotation factor analysis. Atmospheric Environment 21: 1511-1519.
14. Nikolov MC, Coull BA, Catalano P, Godleski JJ. 2007. An informative Bayesian structural equation model to assess source-specific health effects of air pollution. Biostatistics 8: 609-624.
15. Oh JA, Suh HH, Lawrence JE, Allen GA, Koutrakis P. 1997. Characterization of particulate mass concentrations in South Boston, MA. In Proceedings of AWMA/EPA Symposium on Measurement of Toxic and Related Air Pollutants, Research Triangle Park, NC, 29 April-1 May 1997. AWMA publication number VIP-74. Air and Waste Management Association: Pittsburgh, PA; 397-407.
16. Park ES, Guttorp P, Henry RC. 2001. Multivariate receptor modeling for temporally correlated data by using MCMC. Journal of the American Statistical Association 96: 1171-1183.
17. Park ES, Spiegelman CH, Henry RC. 2002. Bilinear estimation of pollution source profiles and amounts by using multivariate receptor models. Environmetrics 13: 775-798.
18. Seigneur C, Pai P, Hopke PK, Grosjean D. 1999. Modeling atmospheric particulate matter. Environmental Science & Technology A-Pages 33: 80A-86A.
19. Spiegelhalter DJ, Best NG, Carlin BP, van der Linde A. 2002. Bayesian measures of model complexity and fit. Journal of the Royal Statistical Society: Series B 64: 583-639.
20. Spiegelhalter D, Thomas A, Best N. 2000. WinBUGS Version 1.3. User's Manual. MRC Biostatistics Unit. Institute of Public Health: Cambridge.
21. Wolbers M, Stahel W. 2005. Linear unmixing of multivariate observations: a structural model. Journal of the American Statistical Assocation 100: 1328-1342.