Select GAM, GLM models using a multiple kfold crossvalidation and map species distribution while accounting for model uncertainties. Multiple family are possible and compared all together using RMSE or AUC as a result of crossvalidation procedure. Covariates correlation may be tested. The model selection procedure will test different combinations of covariates with LM, GLM, GLM natural splines and GAM models, with different distributions (Gaussian, Gamma, LogNormal, Tweedie; Binomial) and with different maximum degrees of freedom for GLM with polynoms or natural splines. Calculations are parallelized when possible. Outputs are numerous, allowing for summary of the model selection and the comparison of the different models all together. The final model selected is used to map species distribution along with maps of uncertainty.
Package details 


Maintainer  Sébastien Rochette <[email protected]> 
License  GPL (>= 3)  file LICENSE 
Version  0.1.3.9000 
URL  https://github.com/statnmap/SDMSelect 
Package repository  View on GitHub 
Installation 
Install the latest version of this package by entering the following in R:

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