rspatialtransform

The goal of rspatialtransform is to transform spatially correlated data to independent data to be used in machine learning models.

Installation

You can install the development version of rspatialtransform from GitHub with:

# install.packages('devtools')
devtools::install_github('amillane/rspatialtransform')

Example

This is a basic example which shows you how to implement the transformation:

## usage example
library(rspatialtransform)

transform_to_ind <- function(y~.,
                             trainData,
                             trainLocs,
                             testData, #Don't include response
                             testLocs,
                             MaternParams=(range,nug), 
                             smoothness=1/2,
                             M = 30, #num neighbors
                             ncores=detectCores()-10)