SpatioTemporal (version 0.9.2)

SpatioTemporal-package: Spatio-Temporal Modelling

Description

Package for spatio-temporal modelling. Contains functions that estimate, simulate and predict from the model described in (Szpiro et.al., 2010; Lindstr�m{Lindstrom} et.al., 2010). The package also contains functions that handle missing data SVD in accordance with (Fuentes et.al. 2006).

encoding

latin1

Details

ll{ Package: SpatioTemporal Type: Package Version: 0.9.2 Date: 2012-03-05 License: GPL version 2 or newer LazyLoad: yes } Estimation, prediciton and cross-validation routines for the spatio-temporal model described in (Szpiro et.al., 2010; Lindstr�m{Lindstrom} et.al., 2010)

Examples in the package uses data from the Multi-Ethnic Study of Atherosclerosis and Air Pollution (MESA Air), see Cohen et.al. (2009) for details).

References

Bergen, S. and Lindstr�m, J.{Lindstrom, J.}. (2011) Tutorial for Spatio-Temporal R Package M. A. Cohen, S. D. Adar, R. W. Allen, E. Avol, C. L. Curl, T. Gould, D. Hardie, A. Ho, P. Kinney, T. V. Larson, P. D. Sampson, L. Sheppard, K. D. Stukovsky, S. S. Swan, L. S. Liu, J. D. Kaufman. (2009) Approach to Estimating Participant Pollutant Exposures in the Multi-Ethnic Study of Atherosclerosis and Air Pollution (MESA Air). Environmental Science & Technology: 43(13), 4687-4693. M. Fuentes, P. Guttorp, and P. D. Sampson. (2006) Using Transforms to Analyze Space-Time Processes in Statistical methods for spatio-temporal systems (B. Finkenst�dt{Finkenstadt}, L. Held, V. Isham eds.) 77-150

J. Lindstr�m{Lindstrom}, A. Szpiro, P. D. Sampson, L. Sheppard, A. Oron, M. Richards, and T. Larson T. (2010) A flexible spatio-temmporal model for air pollution: allowing for spatio-temporal covariates. Berkeley Electronic Press, University of Washington Biostatistics Working Paper Series, No. 370. A. Szpiro, P. D. Sampson, L. Sheppard, T. Lumley, S. D. Adar, and J. D. Kaufman. (2010) Predicting intra-urban variation in air pollution concentrations with complex spatio-temporal dependencies. Environmetrics: 21, 606-631.

Examples

##For a worked out data-analysis see the tutorial.
vignette("Tutorial",package="SpatioTemporal")