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Ensemble Machine Learning Approach Improves Predicted Spatial Variation of Surface Soil Organic Carbon Stocks in Data-Limited Northern Circumpolar Region

Various approaches of differing mathematical complexities are being applied for spatial prediction of soil properties. Regression kriging is a widely used hybrid approach of spatial variation that combines correlation between soil properties and environmental factors with spatial autocorrelation bet...

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Detalles Bibliográficos
Autores principales: Mishra, Umakant, Gautam, Sagar, Riley, William J., Hoffman, Forrest M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7931963/
https://www.ncbi.nlm.nih.gov/pubmed/33693410
http://dx.doi.org/10.3389/fdata.2020.528441