Comparison between Random Forests, Artificial Neural Networks and Gradient Boosted Machines Methods of On-Line Vis-NIR Spectroscopy Measurements of Soil Total Nitrogen and Total Carbon

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

(2017) Gerald Forkuor et al.   PLoS One

Machine learning based prediction of soil total nitrogen, organic carbon and moisture content by using VIS-NIR spectroscopy

(2016) Antonios Morellos et al.   BIOSYSTEMS ENGINEERING

Estimating the soil clay content and organic matter by means of different calibration methods of vis-NIR diffuse reflectance spectroscopy

(2016) Said Nawar et al.   SOIL & TILLAGE RESEARCH

Synthesized use of VisNIR DRS and PXRF for soil characterization: Total carbon and total nitrogen

(2015) Dandan Wang et al.   GEODERMA

Comparison between artificial neural network and partial least squares for on-line visible and near infrared spectroscopy measurement of soil organic carbon, pH and clay content

(2015) Boyan Kuang et al.   SOIL & TILLAGE RESEARCH

Targeted metabolomics in cultured cells and tissues by mass spectrometry: Method development and validation

(2014) Anas M. Abdel Rahman et al.   ANALYTICA CHIMICA ACTA

Evaluation of modelling approaches for predicting the spatial distribution of soil organic carbon stocks at the national scale

(2014) M.P. Martin et al.   GEODERMA

Effect of spiking strategy and ratio on calibration of on-line visible and near infrared soil sensor for measurement in European farms

(2013) Boyan Kuang et al.   SOIL & TILLAGE RESEARCH

Soil total carbon analysis in Hawaiian soils with visible, near-infrared and mid-infrared diffuse reflectance spectroscopy

(2012) Meryl L. McDowell et al.   GEODERMA

Calibration of visible and near infrared spectroscopy for soil analysis at the field scale on three European farms

(2011) B. Kuang et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Soil carbon mapping using on-the-go near infrared spectroscopy, topography and aerial photographs

(2011) Juan D. Muñoz et al.   GEODERMA

Multivariate random forests

(2011) Mark Segal et al.   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

Near-infrared spectroscopy for within-field soil characterization: small local calibrations compared with national libraries spiked with local samples

(2010) J. Wetterlind et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Spiking of NIR regional models using samples from target sites: Effect of model size on prediction accuracy

(2010) César Guerrero et al.   GEODERMA

Comparison among principal component, partial least squares and back propagation neural network analyses for accuracy of measurement of selected soil properties with visible and near infrared spectroscopy

(2010) A.M. Mouazen et al.   GEODERMA

Using data mining to model and interpret soil diffuse reflectance spectra

(2010) R.A. Viscarra Rossel et al.   GEODERMA

Comparing local vs. global visible and near-infrared (VisNIR) diffuse reflectance spectroscopy (DRS) calibrations for the prediction of soil clay, organic C and inorganic C

(2008) Joel B. Sankey et al.   GEODERMA

A working guide to boosted regression trees

(2008) J. Elith et al.   JOURNAL OF ANIMAL ECOLOGY