The identification of specific spectroscopic bands, within the whole spectroscopic signal,
explaining a high proportion of variability of the soil property under investigation,is of special interest since it can provide information on the dominant constituents or processes influencing such property. Recent studies showed that non-linear methods, such as regression trees, can be used to identify specific spectroscopic bands that improve the performance of the obtained modelืs