articleTop 1% cited
Using data mining to model and interpret soil diffuse reflectance spectra
Geoderma · 2010 · Vol. 158(1-2) · pp. 46–54
Raphael A. Viscarra Rossel✉(Commonwealth Scientific and Industrial Research Organisation)Thorsten Behrens(University of Tübingen)
Soil Geostatistics and MappingSpectroscopy and Chemometric AnalysesGeochemistry and Geologic MappingMean squared errorAkaike information criterionFeature selectionPartial least squares regressionSupport vector machineRandom forestMathematicsPattern recognition (psychology)StatisticsArtificial intelligence
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References
Gene selection and classification of microarray data using random forest
BMC Bioinformatics · 2006 · 2,930 citations
Classification and Regression Trees.
Biometrics · 1984 · 23,850 citations
Greedy function approximation: A gradient boosting machine.
The Annals of Statistics · 2001 · 27,794 citations
Global soil characterization with VNIR diffuse reflectance spectroscopy
Geoderma · 2005 · 746 citations
Near‐Infrared Reflectance Spectroscopy–Principal Components Regression Analyses of Soil Properties
Soil Science Society of America Journal · 2001 · 1,870 citations
Reflectance spectroscopy: Quantitative analysis techniques for remote sensing applications
Journal of Geophysical Research Atmospheres · 1984 · 1,996 citations
In situ measurements of soil colour, mineral composition and clay content by vis–NIR spectroscopy
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