Spatial modelling with Euclidean distance fields and machine learning

Author:

Behrens T.1ORCID,Schmidt K.1,Viscarra Rossel R. A.2ORCID,Gries P.1ORCID,Scholten T.1,MacMillan R. A.3

Affiliation:

1. Department of Geosciences, Soil Science and Geomorphology; University of Tübingen; Rümelinstraße 19-23, 72074, Tübingen Germany

2. CSIRO Land and Water; GPO Box 1700, Canberra ACT 2601 Australia

3. LandMapper Environmental Solutions Inc.; 7415 118 A Street NW, Edmonton Alberta Canada

Funder

Deutsche Forschungsgemeinschaft

Publisher

Wiley

Subject

Soil Science

Reference46 articles.

1. Begleiter , R. El-Yaniv , R. 2008 A Generic Tool for Performance Evaluation of Supervised Learning Algorithms http://www.cs.technion.ac.il/users/wwwb/cgi-bin/tr-get.cgi/2008/CS/CS-2008-01.pdf

2. Digital soil mapping using artificial neural networks;Behrens;Journal of Plant Nutrition and Soil Science,2005

3. The ConMap approach for terrain based digital soil mapping;Behrens;European Journal of Soil Science,2010

4. Hyper-scale digital soil mapping and soil formation analysis;Behrens;Geoderma,2014

5. Multiscale contextual spatial modelling with the Gaussian scale space;Behrens;Geoderma,2018

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