Remote effects spatial process models for modeling teleconnections
@article{Hewitt2016RemoteES, title={Remote effects spatial process models for modeling teleconnections}, author={J. Hewitt and J. Hoeting and James Done and Erin L. Towler}, journal={arXiv: Methodology}, year={2016} }
While most spatial data can be modeled with the assumption that distant points are uncorrelated, some problems require dependence at both far and short distances. We introduce a model to directly incorporate dependence in phenomena that influence a distant response. Spatial climate problems often have such modeling needs as data are influenced by local factors in addition to remote phenomena, known as teleconnections. Teleconnections arise from complex interactions between the atmosphere and… CONTINUE READING
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References
SHOWING 1-10 OF 63 REFERENCES
Gaussian predictive process models for large spatial data sets.
- Mathematics, Medicine
- Journal of the Royal Statistical Society. Series B, Statistical methodology
- 2008
- 782
- PDF
Hierarchical Nearest-Neighbor Gaussian Process Models for Large Geostatistical Datasets
- Computer Science, Medicine
- Journal of the American Statistical Association
- 2016
- 259
- PDF
A framework for investigating large-scale patterns as an alternative to precipitation for downscaling to local drought
- Environmental Science
- Climate Dynamics
- 2016
- 5
- PDF
A Method of Relating General Circulation Model Simulated Climate to the Observed Local Climate. Part I: Seasonal Statistics
- Environmental Science
- 1990
- 287
A Model-Based Approach for Analog Spatio-Temporal Dynamic Forecasting
- Computer Science, Mathematics
- 2015
- 20
- PDF
Climatological analysis of tornado report counts using a hierarchical Bayesian spatiotemporal model
- Computer Science, Mathematics
- 2003
- 72
- PDF
Neighborhood dependence in Bayesian spatial models.
- Mathematics, Medicine
- Biometrical journal. Biometrische Zeitschrift
- 2009
- 46
- PDF
Precipitation downscaling under climate change: Recent developments to bridge the gap between dynamical models and the end user
- Environmental Science
- 2010
- 1,189
- PDF