Comparing Spatial Regression to Random Forests for Large Environmental Data Sets

Eric W. Fox, Jay M. Ver Hoef, Anthony R. Olsen

Environmental data may be "large" due to number of records, number of covariates, or both. Random forests has a reputation for good predictive performance when using many covariate…