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Volumn 24, Issue 3, 2013, Pages 180-188

Spatio-temporal modeling for disease mapping using CAR and B-spline smoothing

Author keywords

Bayesian computation; Conditional autoregressive; Geographic epidemiology; Hierarchical models; Random effects; Spline

Indexed keywords

ALGORITHM; ASTHMA; BAYESIAN ANALYSIS; CHILD HEALTH; DATA SET; EPIDEMIOLOGY; HIERARCHICAL SYSTEM; MAXIMUM LIKELIHOOD ANALYSIS; MONTE CARLO ANALYSIS; SPATIOTEMPORAL ANALYSIS;

EID: 84876495778     PISSN: 11804009     EISSN: 1099095X     Source Type: Journal    
DOI: 10.1002/env.2199     Document Type: Article
Times cited : (8)

References (36)
  • 1
    • 0026710523 scopus 로고
    • Empirical Bayes versus fully Bayesian analysis of geographical variation in disease risk
    • Bernardinelli L, Montomoli C. 1992. Empirical Bayes versus fully Bayesian analysis of geographical variation in disease risk. Statistics in Medicine 11: 983-1007.
    • (1992) Statistics in Medicine , vol.11 , pp. 983-1007
    • Bernardinelli, L.1    Montomoli, C.2
  • 4
    • 0023522959 scopus 로고
    • Empirical Bayes estimates of age-standardized relative risks for use in disease mapping
    • Clayton DG, Kaldor J. 1987. Empirical Bayes estimates of age-standardized relative risks for use in disease mapping. Biometrics 43: 671-681.
    • (1987) Biometrics , vol.43 , pp. 671-681
    • Clayton, D.G.1    Kaldor, J.2
  • 7
    • 84860575908 scopus 로고
    • Why isn't everyone a Bayesian?
    • Efron B. 1986. Why isn't everyone a Bayesian?American Statistician 40: 1-5.
    • (1986) American Statistician , vol.40 , pp. 1-5
    • Efron, B.1
  • 8
    • 25444532788 scopus 로고    scopus 로고
    • Flexible smoothing with B-splines and penalties
    • Eilers PHC, Marx BD. 1996. Flexible smoothing with B-splines and penalties. Statistical Science 11: 89-121.
    • (1996) Statistical Science , vol.11 , pp. 89-121
    • Eilers, P.H.C.1    Marx, B.D.2
  • 9
    • 0003860037 scopus 로고    scopus 로고
    • Gilks WR, Richardson S, Spiegelhalter DJ (eds). . Springer - Verlag: New York.
    • Gilks WR, Richardson S, Spiegelhalter DJ (eds). 1996. Markov Chain Monte Carlo in Practice. Springer - Verlag: New York.
    • (1996) Markov Chain Monte Carlo in Practice
  • 10
    • 38249040925 scopus 로고
    • A standard error for the estimated state vector of a state-space model
    • Hamilton JD. 1986. A standard error for the estimated state vector of a state-space model. Journal of Econometrics 33: 387-397.
    • (1986) Journal of Econometrics , vol.33 , pp. 387-397
    • Hamilton, J.D.1
  • 11
    • 0025843602 scopus 로고
    • Everyday diagnostics - A critique of the Bayesian model
    • Jonson NEG. 1991. Everyday diagnostics - A critique of the Bayesian model. Medical Hypotheses 34: 289-295.
    • (1991) Medical Hypotheses , vol.34 , pp. 289-295
    • Jonson, N.E.G.1
  • 12
    • 0034665770 scopus 로고    scopus 로고
    • Bayesian modeling of inseparable space-time variation in disease risk
    • Knorr-Held L. 2000. Bayesian modeling of inseparable space-time variation in disease risk. Statistics in Medicine 19: 2555-2567.
    • (2000) Statistics in Medicine , vol.19 , pp. 2555-2567
    • Knorr-Held, L.1
  • 13
    • 34249822549 scopus 로고    scopus 로고
    • Data cloning: easy maximum likelihood estimation for complex ecological models using Bayesian Markov chain Monte Carlo methods
    • Lele SR, Dennis B, Lutscher F. 2007. Data cloning: easy maximum likelihood estimation for complex ecological models using Bayesian Markov chain Monte Carlo methods. Ecology Letters 10: 551-563.
    • (2007) Ecology Letters , vol.10 , pp. 551-563
    • Lele, S.R.1    Dennis, B.2    Lutscher, F.3
  • 14
    • 78650349184 scopus 로고    scopus 로고
    • Estimability and likelihood inference for generalized linear mixed models using data cloning
    • Lele SR, Nadeem K, Schmuland B. 2010. Estimability and likelihood inference for generalized linear mixed models using data cloning. Journal of the American Statistical Association 105: 1617-1625.
    • (2010) Journal of the American Statistical Association , vol.105 , pp. 1617-1625
    • Lele, S.R.1    Nadeem, K.2    Schmuland, B.3
  • 15
    • 77649173768 scopus 로고
    • Longitudinal data analysis using generalized linear models
    • Liang KY, Zeger SL. 1986. Longitudinal data analysis using generalized linear models. Biometrika 73: 13-22.
    • (1986) Biometrika , vol.73 , pp. 13-22
    • Liang, K.Y.1    Zeger, S.L.2
  • 16
    • 0034863468 scopus 로고    scopus 로고
    • Autoregressive spatial smoothing and temporal spline smoothing for mapping rates
    • MacNab YC, Dean CB. 2001. Autoregressive spatial smoothing and temporal spline smoothing for mapping rates. Biometrics 57: 949-956.
    • (2001) Biometrics , vol.57 , pp. 949-956
    • MacNab, Y.C.1    Dean, C.B.2
  • 19
    • 63849160818 scopus 로고    scopus 로고
    • Hierarchical models in ecology: Confidence intervals, hypothesis testing, and model selection using data cloning
    • Ponciano JM, Taper ML, Dennis B, Lele SR. 2009. Hierarchical models in ecology: Confidence intervals, hypothesis testing, and model selection using data cloning. Ecology 90: 356-362.
    • (2009) Ecology , vol.90 , pp. 356-362
    • Ponciano, J.M.1    Taper, M.L.2    Dennis, B.3    Lele, S.R.4
  • 20
    • 0026010582 scopus 로고
    • Estimating equations for parameters in means and covariances of multivariate discrete and continuous responses
    • Prentice RL, Zhao LP. 1991. Estimating equations for parameters in means and covariances of multivariate discrete and continuous responses. Biometrics 47: 825-839.
    • (1991) Biometrics , vol.47 , pp. 825-839
    • Prentice, R.L.1    Zhao, L.P.2
  • 21
    • 84863304598 scopus 로고    scopus 로고
    • R Development Core Team. Vienna, Austria. ISBN 3-900051-07-0, Available from [accessed on 5 June 2012].
    • R Development Core Team. 2012. R: A Language and Environment for Statistical Computing. Vienna, Austria. ISBN 3-900051-07-0, Available from: http://www.R-project.org [accessed on 5 June 2012].
    • (2012) R: A Language and Environment for Statistical Computing
  • 22
    • 44949225191 scopus 로고    scopus 로고
    • Hierarchical Bayesian spatiotemporal analysis of revascularization odds using smoothing splines
    • Silva GL, Dean CB, Niyonsenga T, Vanasse A. 2008. Hierarchical Bayesian spatiotemporal analysis of revascularization odds using smoothing splines. Statistics in Medicine 27: 2381-2401.
    • (2008) Statistics in Medicine , vol.27 , pp. 2381-2401
    • Silva, G.L.1    Dean, C.B.2    Niyonsenga, T.3    Vanasse, A.4
  • 23
    • 44949256737 scopus 로고    scopus 로고
    • Department of Biostatistics, College of Public Health, University of Iowa: Ames
    • Smith BJ. 2007. BOA User Manual (version 1.1.7). Department of Biostatistics, College of Public Health, University of Iowa: Ames.
    • (2007) BOA User Manual (version 1.1.7)
    • Smith, B.J.1
  • 24
    • 84855560675 scopus 로고    scopus 로고
    • dclone: data cloning in R
    • Sólymos P. 2010. dclone: data cloning in R. The R Journal 2: 29-37.
    • (2010) The R Journal , vol.2 , pp. 29-37
    • Sólymos, P.1
  • 25
    • 84876480051 scopus 로고    scopus 로고
    • WinBUGS version 1.4 User Manual. MRC Biostatistics unit, Institute of Public Health
    • Spiegelhalter D, Thomas A, Best N, Lunn D. 2004. WinBUGS version 1.4 User Manual. MRC Biostatistics unit, Institute of Public Health.
    • (2004)
    • Spiegelhalter, D.1    Thomas, A.2    Best, N.3    Lunn, D.4
  • 26
    • 0002370120 scopus 로고    scopus 로고
    • Inference for extremes in disease mapping
    • In, Lawson A, Biggeri A, Bohning D, Lesaffre E, Viel J-F, Bertollini R (eds). Wiley: Chichester
    • Stern HS, Cressie NA. 1999. Inference for extremes in disease mapping. In Disease mapping and risk assessment for public health, Lawson A, Biggeri A, Bohning D, Lesaffre E, Viel J-F, Bertollini R (eds). Wiley: Chichester; 63-84.
    • (1999) Disease mapping and risk assessment for public health , pp. 63-84
    • Stern, H.S.1    Cressie, N.A.2
  • 27
    • 80052289164 scopus 로고    scopus 로고
    • Hierarchical Bayes estimation of spatial statistics for rates
    • Torabi M. 2012a. Hierarchical Bayes estimation of spatial statistics for rates. Journal of Statistical Planning and Inference 142: 358-365.
    • (2012) Journal of Statistical Planning and Inference , vol.142 , pp. 358-365
    • Torabi, M.1
  • 28
    • 84864145881 scopus 로고    scopus 로고
    • Likelihood inference in generalized linear mixed models with two components of dispersion using data cloning
    • Torabi M. 2012b. Likelihood inference in generalized linear mixed models with two components of dispersion using data cloning. Journal of Computational Statistics and Data Analysis 56: 4259-4265.
    • (2012) Journal of Computational Statistics and Data Analysis , vol.56 , pp. 4259-4265
    • Torabi, M.1
  • 29
    • 84868138249 scopus 로고    scopus 로고
    • Spatial modeling using frequentist approach for disease mapping
    • Torabi M. 2012c. Spatial modeling using frequentist approach for disease mapping. Journal of Applied Statistics 39: 2431-2439.
    • (2012) Journal of Applied Statistics , vol.39 , pp. 2431-2439
    • Torabi, M.1
  • 30
    • 84865420365 scopus 로고    scopus 로고
    • Likelihood inference in generalized linear mixed measurement error models
    • Torabi M. 2013. Likelihood inference in generalized linear mixed measurement error models. Journal of Computational Statistics and Data Analysis 57: 549-557.
    • (2013) Journal of Computational Statistics and Data Analysis , vol.57 , pp. 549-557
    • Torabi, M.1
  • 32
    • 79961139133 scopus 로고    scopus 로고
    • Spatio-temporal modeling using spline for disease mapping: Analysis of childhood cancer trends
    • Torabi M, Rosychuk RJ. 2011. Spatio-temporal modeling using spline for disease mapping: Analysis of childhood cancer trends. Journal of Applied Statistics 38: 1769-1781.
    • (2011) Journal of Applied Statistics , vol.38 , pp. 1769-1781
    • Torabi, M.1    Rosychuk, R.J.2
  • 33
    • 84859411511 scopus 로고    scopus 로고
    • Hierarchical Bayesian spatiotemporal analysis of childhood cancer trends
    • Torabi M, Rosychuk RJ. 2012. Hierarchical Bayesian spatiotemporal analysis of childhood cancer trends. Journal of Geographical Analysis 44: 109-120.
    • (2012) Journal of Geographical Analysis , vol.44 , pp. 109-120
    • Torabi, M.1    Rosychuk, R.J.2
  • 36
    • 0013136164 scopus 로고
    • A regression model for time series of counts
    • Zeger SL. 1988. A regression model for time series of counts. Biometrika 75: 621-629.
    • (1988) Biometrika , vol.75 , pp. 621-629
    • Zeger, S.L.1


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