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High Resolution Mapping of Soil Properties Using Remote Sensing Variables in South-Western Burkina Faso: A Comparison of Machine Learning and Multiple Linear Regression Models [期刊论文]
PLOS ONE, 2017-01-01, 12 (1
Gerald Forkuor;  Ozias K. L. Hounkpatin;  Gerhard Welp;  Michael Thiel
Adobe PDF(2149Kb)  |  View/Download:52/27
 
Improving the Spatial Prediction of Soil Organic Carbon Stocks in a Complex Tropical Mountain Landscape by Methodological Specifications in Machine Learning Approaches [期刊论文]
PLOS ONE, 2016-01-01, 11 (4
Mareike Ließ;  Johannes Schmidt;  Bruno Glaser
Adobe PDF(4501Kb)  |  View/Download:6/6
 
Ultrahigh Dimensional Variable Selection for Interpolation of Point Referenced Spatial Data: A Digital Soil Mapping Case Study [期刊论文]
PLOS ONE, 2016-01-01, 11 (9
Benjamin R. Fitzpatrick;  David W. Lamb;  Kerrie Mengersen
Adobe PDF(1115Kb)  |  View/Download:21/8
 
A Tale of Two “Forests”: Random Forest Machine Learning Aids Tropical Forest Carbon Mapping [期刊论文]
PLOS ONE, 2014-01-01, 9 (1
Joseph Mascaro;  Gregory P. Asner;  David E. Knapp;  Ty Kennedy-Bowdoin;  Roberta E. Martin;  Christopher Anderson;  Mark Higgins;  K. Dana Chadwick
Adobe PDF(8232Kb)  |  View/Download:28/2
 
SoilGrids1km — Global Soil Information Based on Automated Mapping [期刊论文]
PLOS ONE, 2014-01-01, 9 (8
Tomislav Hengl;  Jorge Mendes de Jesus;  Robert A. MacMillan;  Niels H. Batjes;  Gerard B. M. Heuvelink;  Eloi Ribeiro;  Alessandro Samuel-Rosa;  Bas Kempen;  Johan G. B. Leenaars;  Markus G. Walsh;  Maria Ruiperez Gonzalez
Adobe PDF(3627Kb)  |  View/Download:42/5
 

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