Example Code for Presence Only Log-Gaussian Cox processes

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Mike Gahan

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Sep 30, 2014, 11:38:41 AM9/30/14
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I have been using the publicly available tornado dataset (http://www.spc.noaa.gov/wcm/ ) to attempt to better understand the INLA package. I am interested in creating a kriged surface from the data of where tornadoes are most likely to occur.

To learn more about Log-Gaussian Cox processes, I have been reading the following paper http://arxiv.org/pdf/1111.0641.pdf. While this paper if very good at explaining the motivation behind the model, there is not a lot of INLA code from which to build off.

Is there some example code out there that can help with the development of a "presence only" log-gaussian cox model?"  I know there are ways to do this outside of INLA, but I am especially interested in INLA and its FEM and mesh creation approach.

Thanks,
Mike

Bob O'Hara

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Sep 30, 2014, 12:14:54 PM9/30/14
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Got through the tutorial on the INLA webpages:
<http://www.r-inla.org/examples/tutorials/spde-tutorial>
I did it on the train to London this Spring, and found it very helpful.

Bob


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Håvard Rue

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Sep 30, 2014, 1:15:53 PM9/30/14
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check out

http://www.r-inla.org/examples/tutorials

especially

http://www.r-inla.org/examples/tutorials/spde-tutorial




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Håvard Rue
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