predictive-modeling

these scripts are intended to do the following:

  • sample a set of raster images at the locations of ground reference points
  • train a predictive model using the sampled raster data as predictors
  • predict a response variable for a larger area where raster data is available
  • plot the accuracy of the model using beanplots
  • plot variable importance of the used predictors
  • save the resulting response variable prediction maps to geotiff