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Spatial Regression-Based Environmental Analysis in Infectious Disease Informatics

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Biosurveillance and Biosecurity (BioSecure 2008)

Part of the book series: Lecture Notes in Computer Science ((LNBI,volume 5354))

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Abstract

Studying relationships between environmental factors and infectious diseases is an important topic in public health research. The existing studies have been focused on temporal correlations among environmental risks and infectious disease outbreaks. In this paper, we advocate the importance of spatial data analysis in infectious disease-related environmental analysis. Using data from the Beijing CDC, we have conducted spatial regression analysis to study correlation between Measles occurrences and the following environmental factors: population density and proximities to railways, roads, and water systems. We report some preliminary findings concerning significant spatial autocorrelation identified from our analysis.

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References

  1. Anselin, L., Syabri, I., Kho, Y.: GeoDa: An Introduction to Spatial Data Analysis, Spatial Analysis Laboratory, University of Illinois, Urbana-Champaign, IL (2004)

    Google Scholar 

  2. Subak, S.: Analysis of weather effects on variability in Lyme disease incidence in the northeastern United States. Experimental and Applied Acarology 28, 249–256 (2002)

    Article  Google Scholar 

  3. Magny, G.C.d., Guégan, J.-F., Petit, M., Cazelles, B.: Regional-scale climate-variability synchrony of cholera epidemics in West Africa. BMC Infectious Diseases, 20 (2007)

    Google Scholar 

  4. Lillywhite, L.P.: Investigation into the environmental factors associated with the incidence of skin disease following an outbreak of Miliaria rubra at a coal mine. Occupational Medicine 42, 183–187 (1992)

    Article  Google Scholar 

  5. Zhong, S.B.: Application of GIS And Remote Sensing For Study of Epidemiology of Infectious Diseases-Case Studies Of Hepatitis B And Highly Pathogenic Avian Influenza (PhD dissertation, Chinese Academy of Sciences) (2006)

    Google Scholar 

  6. Hoge, C., Reichler, M., Dominguez, E.: An epidemic of pneumococcal disease in an overcrowded, inadequately ventilated jail. The New England Journal of Medicine 331, 643–648 (1994)

    Article  Google Scholar 

  7. Bloom, B., Murray, C.: Tuberculosis: commentary on a reemergent killer. Science 257, 1055–1064 (1992)

    Article  Google Scholar 

  8. Barbour, A., Fish, D.: The biological and social phenomenon of Lyme disease. Science 260, 1610–1616 (1993)

    Article  Google Scholar 

  9. Ma, C.: Spatial autoregression and related spatio-temporal models. Journal of Multivariate Analysis 88(1), 152–162 (2004)

    Article  MathSciNet  MATH  Google Scholar 

  10. China Population by Township (2002)

    Google Scholar 

  11. Moran, P.A.P.: Notes on continuous stochastic phenomena. Biometrika 37, 17–23 (1950)

    Article  MathSciNet  MATH  Google Scholar 

  12. Griffiths, D.A.: Spatial Autocorrelation and Spatial Filtering. Springer, New York (2003)

    Book  Google Scholar 

  13. Grenfell, B.T., Bjornstad, O.N., Kappey, J.: Travelling waves and spatial hierarchies in measles epidemics. Nature 414(6865), 716–723 (2001)

    Article  Google Scholar 

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© 2008 Springer-Verlag Berlin Heidelberg

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Zeng, D.D., Yan, P., Li, S. (2008). Spatial Regression-Based Environmental Analysis in Infectious Disease Informatics. In: Zeng, D., Chen, H., Rolka, H., Lober, B. (eds) Biosurveillance and Biosecurity . BioSecure 2008. Lecture Notes in Computer Science(), vol 5354. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-89746-0_18

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  • DOI: https://doi.org/10.1007/978-3-540-89746-0_18

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-89745-3

  • Online ISBN: 978-3-540-89746-0

  • eBook Packages: Computer ScienceComputer Science (R0)

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