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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:48/24 |
| 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:20/8 |
| Historical and future learning about climate sensitivity [期刊论文] Geophysical Research Letters, 2014-01-01, 41 (7 Urban N.M.; Holden P.B.; Edwards N.R.; Sriver R.L.; Keller K. View/Download:4/0 |
| 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 |