Improving the generalization error and transparency of regression models to estimate soil organic carbon using soil reflectance data
Erli Pinto dos Santos, Michel Castro Moreira, Elpídio Inácio Fernandes Filho, José Alexandre Melo Demattê, Uemeson José dos Santos, Demétrius David da Silva, Renata Ranielly Pedroza Cruz, Jean Michel Moura-Bueno, Isabel Caligiorne Santos, Everardo Valadares de Sá Barreto Sampaio
Topics & Concepts
VNIRSoil carbonOverfittingPartial least squares regressionInterpretabilityLasso (programming language)Soil scienceGeneralizability theorySoil organic matterSoil testDigital soil mappingLinear regressionEnvironmental scienceComputer scienceMathematicsArtificial intelligenceStatisticsMachine learningSoil classificationSoil waterHyperspectral imagingArtificial neural networkWorld Wide WebSoil Geostatistics and MappingSoil Carbon and Nitrogen DynamicsGeochemistry and Geologic Mapping