Exploring prediction uncertainty of spatial data in geostatistical and machine learning approaches

Random forest as a generic framework for predictive modeling of spatial and spatio-temporal variables

(2018) Tomislav Hengl et al.   PeerJ

Machine learning performance for predicting soil salinity using different combinations of geomorphometric covariates

(2017) Divan Vermeulen et al.   GEODERMA

Using quantile regression forest to estimate uncertainty of digital soil mapping products

(2017) Kévin Vaysse et al.   GEODERMA

Predictive geochemical mapping using environmental correlation

(2016) John Wilford et al.   APPLIED GEOCHEMISTRY

Digital mapping of soil organic carbon at multiple depths using different data mining techniques in Baneh region, Iran

(2016) R. Taghizadeh-Mehrjardi et al.   GEODERMA

Mapping topsoil physical properties at European scale using the LUCAS database

(2016) Cristiano Ballabio et al.   GEODERMA

A machine learning approach to geochemical mapping

(2016) Charlie Kirkwood et al.   JOURNAL OF GEOCHEMICAL EXPLORATION

Stream sediment geochemistry as a tool for enhancing geological understanding: An overview of new data from south west England

(2016) Charlie Kirkwood et al.   JOURNAL OF GEOCHEMICAL EXPLORATION

Approximating Prediction Uncertainty for Random Forest Regression Models

(2016) John W. Coulston et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Prediction of the residual strength of clay using functional networks

(2016) S.Z. Khan et al.   Geoscience Frontiers

Examination of geostatistical and machine-learning techniques as interpolators in anisotropic atmospheric environments

(2015) Jovan M. Tadić et al.   ATMOSPHERIC ENVIRONMENT

Extreme Learning Machines for spatial environmental data

(2015) Michael Leuenberger et al.   COMPUTERS & GEOSCIENCES

Evaluating machine learning approaches for the interpolation of monthly air temperature at Mt. Kilimanjaro, Tanzania

(2015) Tim Appelhans et al.   Spatial Statistics

Application of machine learning methods to spatial interpolation of environmental variables

(2011) Jin Li et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Heavy metals in European soils: A geostatistical analysis of the FOREGS Geochemical database

(2008) Luis Rodríguez Lado et al.   GEODERMA