Ensemble Modeling on Near-Infrared Spectra as Rapid Tool for Assessment of Soil Health Indicators for Sustainable Food Production Systems

A novel total ensemble (TE) algorithm was developed and compared with random forest optimization (RFO), gradient boosted machines (GBM), partial least squares (PLS), Cubist and Bayesian additive regression tree (BART) algorithms to predict numerous soil health indicators in soils with diverse climat...

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Bibliographic Details
Main Authors: John Walker Recha, Kennedy O. Olale, Andrew Sila, Gebermedihin Ambaw, Maren Radeny, Dawit Solomon
Format: Article
Language:English
Published: MDPI AG 2021-11-01
Series:Soil Systems
Subjects:
Online Access:https://www.mdpi.com/2571-8789/5/4/69