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Volumn 54, Issue 1, 2005, Pages 223-244

A Bayesian kriged Kalman model for short-term forecasting of air pollution levels

Author keywords

Bending energy; Gibbs sampler; Kalman filter; Kriging; Markov chain Monte Carlo methods; Spatial temporal modelling; State space model

Indexed keywords


EID: 12844273735     PISSN: 00359254     EISSN: None     Source Type: Journal    
DOI: 10.1111/j.1467-9876.2005.00480.x     Document Type: Article
Times cited : (110)

References (30)
  • 1
    • 0142157131 scopus 로고    scopus 로고
    • A latent Gaussian Markov random-field model for spatiotemporal rainfall disaggregation
    • Allcroft, D. J. and Glasbey, C. A. (2003) A latent Gaussian Markov random-field model for spatiotemporal rainfall disaggregation. Appl. Statist., 52, 487-498.
    • (2003) Appl. Statist. , vol.52 , pp. 487-498
    • Allcroft, D.J.1    Glasbey, C.A.2
  • 2
    • 1542679193 scopus 로고    scopus 로고
    • Objective Bayesian analysis of spatially correlated data
    • Berger, J. O., de Oliveira, V. and Sansó, B. (2001) Objective Bayesian analysis of spatially correlated data. J. Am. Statist. Ass., 96, 1361-1374.
    • (2001) J. Am. Statist. Ass. , vol.96 , pp. 1361-1374
    • Berger, J.O.1    De Oliveira, V.2    Sansó, B.3
  • 3
    • 34250830971 scopus 로고
    • Principal warps: Thin-plate splines and the decomposition of deformations
    • Bookstein, F. L. (1989) Principal warps: thin-plate splines and the decomposition of deformations. IEEE Trans. Pattn Anal. Mach. Intell., 11, 567-585.
    • (1989) IEEE Trans. Pattn Anal. Mach. Intell. , vol.11 , pp. 567-585
    • Bookstein, F.L.1
  • 5
    • 0030130567 scopus 로고    scopus 로고
    • A comparison of geostatistical methodologies used to estimate snow water equivalent
    • Carroll, S. S. and Cressie, N. (1996) A comparison of geostatistical methodologies used to estimate snow water equivalent. Wat. Resour. Bull., 32, 267-278.
    • (1996) Wat. Resour. Bull. , vol.32 , pp. 267-278
    • Carroll, S.S.1    Cressie, N.2
  • 6
    • 0000193853 scopus 로고
    • On Gibbs sampling for state space models
    • Carter, C. and Kohn, R. (1994) On Gibbs sampling for state space models. Biometrika, 81, 541-553.
    • (1994) Biometrika , vol.81 , pp. 541-553
    • Carter, C.1    Kohn, R.2
  • 7
    • 21344495004 scopus 로고
    • Comment on "An approach to statistical spatial-temporal modeling of meteorological fields" by M. S. Handcock and J. R. Wallis
    • Cressie, N. (1994) Comment on "An approach to statistical spatial-temporal modeling of meteorological fields" by M. S. Handcock and J. R. Wallis. J. Am. Statist. Ass., 89, 379-382.
    • (1994) J. Am. Statist. Ass. , vol.89 , pp. 379-382
    • Cressie, N.1
  • 8
    • 12844281110 scopus 로고    scopus 로고
    • 2.5 forecasting program development and operations for Salt Lake City, Utah during winter 2002
    • Sonoma Technology, Petaluma
    • 2.5 forecasting program development and operations for Salt Lake City, Utah during winter 2002. Technical Report. Sonoma Technology, Petaluma.
    • (2002) Technical Report
    • Dye, T.1    Miller, D.2    MacDonald, C.3
  • 9
    • 0041392649 scopus 로고    scopus 로고
    • Bayesian variogram modeling for an isotropic spatial process
    • Ecker, M. D. and Gelfand, A. E. (1997) Bayesian variogram modeling for an isotropic spatial process. J. Agric. Biol. Environ. Statist., 2, 607-617.
    • (1997) J. Agric. Biol. Environ. Statist. , vol.2 , pp. 607-617
    • Ecker, M.D.1    Gelfand, A.E.2
  • 10
    • 0001803816 scopus 로고    scopus 로고
    • Model determination using sampling based methods
    • (eds W. R. Gilks, S. Richardson and D. J. Spiegelhalter). London: Chapman and Hall
    • Gelfand, A. E. (1996) Model determination using sampling based methods. In Markov Chain Monte Carlo in Practice (eds W. R. Gilks, S. Richardson and D. J. Spiegelhalter), pp. 145-161. London: Chapman and Hall.
    • (1996) Markov Chain Monte Carlo in Practice , pp. 145-161
    • Gelfand, A.E.1
  • 11
    • 12844279879 scopus 로고    scopus 로고
    • Spatial process modelling for univariate and multivariate dynamic spatial data
    • to be published
    • Gelfand, A. E., Banerjee, S. and Gamerman, D. (2004) Spatial process modelling for univariate and multivariate dynamic spatial data. Environmetrics, to be published.
    • (2004) Environmetrics
    • Gelfand, A.E.1    Banerjee, S.2    Gamerman, D.3
  • 12
    • 0442309445 scopus 로고    scopus 로고
    • Identifiability, improper priors, and Gibbs sampling for generalized linear models
    • Gelfand, A. E. and Sahu, S. K. (1999) Identifiability, improper priors, and Gibbs sampling for generalized linear models. J. Am. Statist. Ass., 94, 247-253.
    • (1999) J. Am. Statist. Ass. , vol.94 , pp. 247-253
    • Gelfand, A.E.1    Sahu, S.K.2
  • 13
    • 0001574731 scopus 로고
    • Efficient parametrization for normal linear mixed models
    • Gelfand, A. E., Sahu, S. K. and Carlin, B. P. (1995) Efficient parametrization for normal linear mixed models. Biometrika, 82, 479-488.
    • (1995) Biometrika , vol.82 , pp. 479-488
    • Gelfand, A.E.1    Sahu, S.K.2    Carlin, B.P.3
  • 15
    • 0036983126 scopus 로고    scopus 로고
    • Spatial-temporal non-linear filtering based on hierarchical statistical models (with discussion)
    • Irwin, M. E., Cressie, N. and Johannesson, G. (2002) Spatial-temporal non-linear filtering based on hierarchical statistical models (with discussion). Test, 11, 249-302.
    • (2002) Test , vol.11 , pp. 249-302
    • Irwin, M.E.1    Cressie, N.2    Johannesson, G.3
  • 16
    • 0003290362 scopus 로고
    • The link between Kriging and thin-plate splines
    • (ed. F. P. Kelly). New York: Wiley
    • Kent, J. T. and Mardia, K. V. (1994) The link between Kriging and thin-plate splines. In Probability, Statistics and Optimisation (ed. F. P. Kelly), pp. 324-329. New York: Wiley.
    • (1994) Probability, Statistics and Optimisation , pp. 324-329
    • Kent, J.T.1    Mardia, K.V.2
  • 17
    • 12844264089 scopus 로고    scopus 로고
    • Modelling strategies for spatial-temporal data
    • (eds A. Lawson and D. Denison). London: Chapman and Hall
    • Kent, J. T. and Mardia, K. V. (2002) Modelling strategies for spatial-temporal data. In Spatial Cluster Modelling (eds A. Lawson and D. Denison), pp. 214-226. London: Chapman and Hall.
    • (2002) Spatial Cluster Modelling , pp. 214-226
    • Kent, J.T.1    Mardia, K.V.2
  • 18
    • 0032752472 scopus 로고    scopus 로고
    • Geostatistical space-time models: A review
    • Kyriakidis, P. C. and Journel, A. G. (1999) Geostatistical space-time models: a review. Math. Geol., 31, 651-684.
    • (1999) Math. Geol. , vol.31 , pp. 651-684
    • Kyriakidis, P.C.1    Journel, A.G.2
  • 20
    • 0002572881 scopus 로고
    • Spatial-temporal analysis of multivariate environmental monitoring data
    • (eds G. P. Patil and C. R. Rao). Amsterdam: Elsevier
    • Mardia, K. V. and Goodall, C. (1993) Spatial-temporal analysis of multivariate environmental monitoring data. In Multivariate Environmental Statistics (eds G. P. Patil and C. R. Rao), pp. 347-386. Amsterdam: Elsevier.
    • (1993) Multivariate Environmental Statistics , pp. 347-386
    • Mardia, K.V.1    Goodall, C.2
  • 21
    • 25444457509 scopus 로고    scopus 로고
    • The Kriged Kalman filter (with discussion)
    • Mardia, K. V., Goodall, C., Redfern, E. J. and Alonso, F. J. (1998) The Kriged Kalman filter (with discussion). Test, 7, 217-252.
    • (1998) Test , vol.7 , pp. 217-252
    • Mardia, K.V.1    Goodall, C.2    Redfern, E.J.3    Alonso, F.J.4
  • 24
    • 0033426717 scopus 로고    scopus 로고
    • Venezuelan rainfall data analysed by using a Bayesian space-time model
    • Sansó, B. and Guenni, L. (1999) Venezuelan rainfall data analysed by using a Bayesian space-time model. Appl. Statist., 48, 345-362.
    • (1999) Appl. Statist. , vol.48 , pp. 345-362
    • Sansó, B.1    Guenni, L.2
  • 25
    • 0442325059 scopus 로고    scopus 로고
    • A nonstationary multisite model for rainfall
    • Sansió, B. and Guenni, L. (2000) A nonstationary multisite model for rainfall. J. Am. Statist. Ass., 95, 1089-1100.
    • (2000) J. Am. Statist. Ass. , vol.95 , pp. 1089-1100
    • Sansió, B.1    Guenni, L.2
  • 30
    • 0000414912 scopus 로고    scopus 로고
    • A dimension-reduced approach to space-time Kalman filtering
    • Wikle, C. K. and Cressie, N. (1999) A dimension-reduced approach to space-time Kalman filtering. Biometrika, 86, 815-829.
    • (1999) Biometrika , vol.86 , pp. 815-829
    • Wikle, C.K.1    Cressie, N.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.