Random forest classification combined with spatial linear model prediction
Thank you Marcelino, I will look at the package. Manuel El vie, 21 feb 2025 a las 3:01, Marcelino de la Cruz Rot via R-sig-Geo (< r-sig-geo at r-project.org>) escribi?:
Hi, I'm not completely sure if this is what you are asking for but just in case: https://blasbenito.github.io/spatialRF/ Cheers, Marcelino El 21/02/2025 a las 9:46, Edzer Pebesma escribi?:
I'm not entirely sure what you mean by spatial linear model, but it may be worth looking into https://cran.r-project.org/web/packages/RandomForestsGLS/index.html The paper referenced in there, https://doi.org/10.1080/01621459.2021.1950003 , is worth reading! On 20/02/2025 22:50, Manuel Sp?nola wrote:
Thank you Ben, I know tidysdm, and it?s a great package, but I don?t think it accounts for spatial structure in the way I expect?though I could be wrong. It does use spatial_block_cv, which likely considers the spatial component. It is my understanding that sprflm from the spmodel package applies kriging to the residuals. Manuel El jue, 20 feb 2025 a las 15:20, Ben Tupper (<btupper at bigelow.org>) escribi?:
Hi, I'm not sure I fully understand what you are asking for, but are describing something like tidysdm <https://evolecolgroup.github.io/tidysdm/>? Cheers, Ben On Thu, Feb 20, 2025 at 3:16?PM Manuel Sp?nola <mspinola10 at gmail.com> wrote:
Dear list members, Is there any R package that combines random forest classification and spatial linear model prediction? The spmodel can fit this type of model but only for random forest regression according to the help document. My goal is to work with species distribution modelling with random forest but includes the spatial structure of the data. Manuel -- *Manuel Sp?nola, Ph.D.* Instituto Internacional en Conservaci?n y Manejo de Vida Silvestre Universidad Nacional Apartado 1350-3000 Heredia COSTA RICA mspinola at una.cr <mspinola at una.ac.cr> mspinola10 at gmail.com Tel?fono: (506) 8706 - 4662 Sitio web institucional: ICOMVIS <http://www.icomvis.una.ac.cr/index.php/manuel> Sitio web personal: Sitio personal <https://mspinola-sitioweb.netlify.app
Blog sobre Ciencia de Datos: Blog de Ciencia de Datos <https://mspinola-ciencia-de-datos.netlify.app> [[alternative HTML version deleted]]
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-- Marcelino de la Cruz Rot Coordinador funcional de Biolog?a Instituto de Investigaci?n en Cambio Global (IICG-URJC) Dpto. Biolog?a y Geolog?a, F?sica y Qu?mica Inorg?nica Universidad Rey Juan Carlos (URJC) C. Tulip?n, s/n, 28933 M?stoles, Madrid
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*Manuel Sp?nola, Ph.D.* Instituto Internacional en Conservaci?n y Manejo de Vida Silvestre Universidad Nacional Apartado 1350-3000 Heredia COSTA RICA mspinola at una.cr <mspinola at una.ac.cr> mspinola10 at gmail.com Tel?fono: (506) 8706 - 4662 Sitio web institucional: ICOMVIS <http://www.icomvis.una.ac.cr/index.php/manuel> Sitio web personal: Sitio personal <https://mspinola-sitioweb.netlify.app> Blog sobre Ciencia de Datos: Blog de Ciencia de Datos <https://mspinola-ciencia-de-datos.netlify.app> [[alternative HTML version deleted]]