Nonlinear locally weighted kriging prediction for spatio-temporal environmental processes

Environmetrics

Volumn 21, Issue 3-4, 2010, Pages 365-381

  Bodnar, Olha ^a   Schmid, Wolfgang ^a  

^a EUROPEAN UNIVERSITY   (Germany)

Author keywords

Environmental statistics; Kalman filter; LOESS method; Non stationary spatio temporal process; Nonlinear predictor

Indexed keywords

AREAL INTERPOLATION; ATMOSPHERIC POLLUTION; EMPIRICAL ANALYSIS; ENVIRONMENTAL MODELING; KALMAN FILTER; KRIGING; NONLINEARITY; SPATIOTEMPORAL ANALYSIS;

BERLIN; BRANDENBURG; CLEVELAND [ENGLAND]; ENGLAND; GERMANY; UNITED KINGDOM;

EID: 77952370086     PISSN: 11804009     EISSN: 1099095X     Source Type: Journal    
DOI: 10.1002/env.1005     Document Type: Article

References (15)

1. Bodnar O, Cameletti M, Fasso A, Schmid W. 2008. Comparing air quality among Italy, Germany, and Poland using BC indexes. Atmospheric Environment 42: 8412-8421.
2. Bruno F, Cocchi D. 2002. A unified strategy for building simple air quality indexes. Environmetrics 13: 243-261.
3. Bruno F, Cocchi D. 2007. Recovering information from synthetic air quality indexes. Environmetrics 18: 345-359.
4. Cleveland WS. 1979. Robust locally weighted regression and smoothing scatterplots. Journal of the American Statistical Association 74: 829-836.
5. Durbin J, Koopman S. 2001. Time Series Analysis by State Space Methods. University Press: Oxford.
6. Fassò A, Cameletti M. 2009. The EM algorithm in a distributed computing environment for modelling environmental space-time data. Environmental Modelling & Software (in press).
7. Fassò A, Cameletti M, Nicolis O. 2007. Air quality monitoring using heterogeneous networks. Environmetrics 18: 245-264.
8. Genton MG. 2007. Separable approximations of space-time covariance matrices. Environmetrics 18: 681-695.
9. Huang H-C, Chen C-S. 2007. Optimal Geostatical model selection. The Journal of the American Statistical Association 102: 1009-1024.
10. McLachlan GJ, Krishnan T. 1997. The EM Algorithm and Extensions. Wiley: New York.
11. Peel MC, Finlayson BL, McMahon TA. 2007. Updated world map of the Köppen-Geiger climate classification. Hydrology and Earth System Sciences 11: 1633-1644.
12. Schafer JL. 1997. Analysis of Incomplete Multivariate Data. Chapman & Hall/CRC: Boca Raton
13. Stein ML. 1999. Interpolation of Spatial Data. Springer: New York, Berlin, Heidelberg.
14. Wikle CK, Cressie N. 1999. A dimension-reduced approach to space-time Kalman filtering. Biometrika 86: 815-829.
15. Zimmerman DL. 2006. Optimal network design for spatial prediction, covariance parameter estimation, and empirical prediction. Environmetrics 17: 635-652